Associations
[Only including dataset "Train"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "Test"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Train
Test
1460
ROWS
1459
0
DUPLICATES
0
981.2 kb
RAM
968.8 kb
106
FEATURES
105
58
CATEGORICAL
58
48
NUMERICAL
47
0
TEXT
0
2.1.4
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
SalePrice
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
663
(45%)
ZEROES:
---
MAX
13.53
95%
12.69
Q3
12.27
AVG
12.02
MEDIAN
12.00
Q1
11.78
5%
11.39
MIN
10.46
RANGE
3.07
IQR
0.499
STD
0.399
VAR
0.160
KURT.
0.810
SKEW
0.121
SUM
17,555
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
PC1
0.85
Centroide6
-0.77
GrLivArea
0.70
Centroide7
0.65
GarageArea
0.65
MedNhbdArea
0.65
Spaciousness
0.62
TotalBsmtSF
0.61
1stFlrSF
0.60
YearBuilt
0.59
GarageYrBlt
0.57
YearRemodAdd
0.57
BT_1Fam
0.55
TotRmsAbvGrd
0.53

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.82
Neighborhood
0.76
Cluster
0.75
GarageCars
0.70
ExterQual
0.68
BsmtQual
0.67
KitchenQual
0.67
GarageFinish
0.62
FullBath
0.60
GarageType
0.58
MSSubClass
0.57
FireplaceQu
0.56
Foundation
0.55
Fireplaces
0.51
MOST FREQUENT VALUES
11.84939770159144
20
1.4%
11.813030057420567
17
1.2%
11.951180395901384
14
1.0%
11.884489021402711
14
1.0%
12.154779351142624
13
0.9%
11.608235644774552
13
0.9%
11.652687407345388
12
0.8%
11.982929094215963
12
0.8%
11.77528972943772
11
0.8%
11.842229212112828
11
0.8%
11.877568578558138
10
0.7%
12.128111104060462
10
0.7%
12.100712129872347
10
0.7%
11.870599909242044
10
0.7%
11.736069016284437
10
0.7%
SMALLEST VALUES
10.460242108190519
1
<0.1%
10.47194980911048
1
<0.1%
10.542706391070517
1
<0.1%
10.578979797857352
1
<0.1%
10.596634733096073
1
<0.1%
10.858998997563564
1
<0.1%
10.868568448579715
1
<0.1%
10.915088464214607
2
0.1%
10.932981961904135
1
<0.1%
10.976782033219948
1
<0.1%
11.002099841204238
3
0.2%
11.018629143155449
1
<0.1%
11.041048081342682
1
<0.1%
11.074420502783864
1
<0.1%
11.104957226643945
1
<0.1%
LARGEST VALUES
13.534473028231162
1
<0.1%
13.521139497361697
1
<0.1%
13.345506928718539
1
<0.1%
13.323926946863102
1
<0.1%
13.275827535915461
1
<0.1%
13.229567991666638
1
<0.1%
13.226723392728571
1
<0.1%
13.195613839143922
1
<0.1%
13.1260306447518
1
<0.1%
13.091904169919621
1
<0.1%
13.071070083016778
1
<0.1%
13.053013299269535
1
<0.1%
13.049792684569493
1
<0.1%
13.021326833226556
1
<0.1%
13.008659261632127
1
<0.1%
1
Id
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
1,460
(100%)
1,459
(100%)
ZEROES:
---
---
MAX
1,460
2,919
95%
1,387
2,846
Q3
1,095
2,554
MEDIAN
730
2,190
AVG
730
2,190
Q1
366
1,826
5%
74
1,534
MIN
1
1,461
RANGE
1,459
1,458
IQR
730
729
STD
422
421
VAR
178k
178k
KURT.
-1.20
-1.20
SKEW
0.00
0.00
SUM
1.1M
3.2M
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
MampQual
-0.05
MasVnrArea
-0.05
3SsnPorch
-0.05
LowQualFinSF
-0.04
BT_Duplex
0.04
Centroide2
0.04
LotArea
-0.03
TotalOutSideSF
-0.03
PC3
-0.03
WoodDeckSF
-0.03
TotRmsAbvGrd
0.03
Centroide0
-0.03
Centroide8
-0.02
YearRemodAdd
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.14
MSSubClass
0.10
PoolArea
0.09
HouseStyle
0.08
BsmtFinType2
0.08
SaleType
0.08
Exterior2nd
0.08
Exterior1st
0.08
RoofMatl
0.08
Condition2
0.07
RoofStyle
0.07
Electrical
0.07
Heating
0.07
PoolQC
0.07
MOST FREQUENT VALUES
1.0
1
<0.1%
0
0.0%
982.0
1
<0.1%
0
0.0%
980.0
1
<0.1%
0
0.0%
979.0
1
<0.1%
0
0.0%
978.0
1
<0.1%
0
0.0%
977.0
1
<0.1%
0
0.0%
976.0
1
<0.1%
0
0.0%
975.0
1
<0.1%
0
0.0%
974.0
1
<0.1%
0
0.0%
973.0
1
<0.1%
0
0.0%
972.0
1
<0.1%
0
0.0%
971.0
1
<0.1%
0
0.0%
970.0
1
<0.1%
0
0.0%
969.0
1
<0.1%
0
0.0%
968.0
1
<0.1%
0
0.0%
SMALLEST VALUES
1.0
1
<0.1%
0
0.0%
2.0
1
<0.1%
0
0.0%
3.0
1
<0.1%
0
0.0%
4.0
1
<0.1%
0
0.0%
5.0
1
<0.1%
0
0.0%
6.0
1
<0.1%
0
0.0%
7.0
1
<0.1%
0
0.0%
8.0
1
<0.1%
0
0.0%
9.0
1
<0.1%
0
0.0%
10.0
1
<0.1%
0
0.0%
11.0
1
<0.1%
0
0.0%
12.0
1
<0.1%
0
0.0%
13.0
1
<0.1%
0
0.0%
14.0
1
<0.1%
0
0.0%
15.0
1
<0.1%
0
0.0%
LARGEST VALUES
1460.0
1
<0.1%
0
0.0%
1459.0
1
<0.1%
0
0.0%
1458.0
1
<0.1%
0
0.0%
1457.0
1
<0.1%
0
0.0%
1456.0
1
<0.1%
0
0.0%
1455.0
1
<0.1%
0
0.0%
1454.0
1
<0.1%
0
0.0%
1453.0
1
<0.1%
0
0.0%
1452.0
1
<0.1%
0
0.0%
1451.0
1
<0.1%
0
0.0%
1450.0
1
<0.1%
0
0.0%
1449.0
1
<0.1%
0
0.0%
1448.0
1
<0.1%
0
0.0%
1447.0
1
<0.1%
0
0.0%
1446.0
1
<0.1%
0
0.0%
2
MSSubClass
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
16
(1%)
16
(1%)
TOP CATEGORIES
SalePrice
(avg)
1-STORY 1946 & NEWER ALL STYLES
536
37%
543
37%
12.1
2-STORY 1946 & NEWER
299
20%
276
19%
12.3
1-1/2 STORY FINISHED ALL AGES
144
10%
143
10%
11.8
1-STORY PUD (Planned Unit Development) - 1946 & NEWER
87
6%
95
7%
12.2
1-STORY 1945 & OLDER
69
5%
70
5%
11.4
2-STORY PUD - 1946 & NEWER
63
4%
65
4%
11.8
2-STORY 1945 & OLDER
60
4%
68
5%
12.0
SPLIT OR MULTI-LEVEL
58
4%
60
4%
12.0
DUPLEX - ALL STYLES AND AGES
52
4%
57
4%
11.8
2 FAMILY CONVERSION - ALL STYLES AND AGES
30
2%
31
2%
11.7
SPLIT FOYER
20
1%
28
2%
11.9
2-1/2 STORY ALL AGES
16
1%
7
<1%
12.1
1-1/2 STORY - UNFINISHED ALL AGES
12
<1%
6
<1%
11.6
PUD - MULTILEVEL - INCL SPLIT LEV/FOYER
10
<1%
7
<1%
11.5
1-STORY W/FINISHED ATTIC ALL AGES
4
<1%
2
<1%
11.9
1-1/2 STORY PUD - ALL AGES
0
0%
1
<1%
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MSSubClass
PROVIDES INFORMATION ON...
BldgType
0.91
HouseStyle
0.90
KitchenAbvGr
0.72
HalfBath
0.44
Cluster
0.35
Condition2
0.34
CentralAir
0.32
MSZoning
0.32
GarageType
0.30
PoolArea
0.29
Heating
0.28
Foundation
0.28
BedroomAbvGr
0.28
Alley
0.27

THESE FEATURES
GIVE INFORMATION
ON MSSubClass:
HouseStyle
0.57
Neighborhood
0.35
Cluster
0.34
BldgType
0.29
BedroomAbvGr
0.16
GarageType
0.16
HalfBath
0.15
Exterior2nd
0.15
Foundation
0.15
Exterior1st
0.14
GarageFinish
0.12
OverallQual
0.12
BsmtQual
0.12
MSZoning
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MSSubClass
CORRELATION RATIO WITH...
BT_Duplex
0.96
BT_2fmCon
0.94
2ndFlrSF
0.90
BT_1Fam
0.85
BT_TwnhsE
0.85
YearBuilt
0.81
PC2
0.71
GarageYrBlt
0.67
BT_Twnhs
0.66
TotRmsAbvGrd
0.62
GrLivArea
0.61
Centroide5
0.60
PC3
0.58
SalePrice
0.57
3
Alley
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
3
(<1%)
3
(<1%)
TOP CATEGORIES
SalePrice
(avg)
NA
1,369
94%
1,352
93%
12.0
Grvl
50
3%
70
5%
11.7
Pave
41
3%
37
3%
12.0
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Alley
PROVIDES INFORMATION ON...
MSZoning
0.11
Heating
0.06
PavedDrive
0.06
CentralAir
0.05
Neighborhood
0.04
GarageType
0.04
MSSubClass
0.04
Foundation
0.03
GarageCond
0.03
BldgType
0.03
Electrical
0.03
GarageQual
0.02
GarageFinish
0.02
Exterior1st
0.02

THESE FEATURES
GIVE INFORMATION
ON Alley:
Neighborhood
0.43
MSSubClass
0.27
MSZoning
0.27
Exterior2nd
0.16
Exterior1st
0.16
GarageType
0.15
Foundation
0.13
GarageFinish
0.10
Cluster
0.10
HouseStyle
0.08
BsmtQual
0.07
BldgType
0.07
PavedDrive
0.07
BsmtFinType1
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Alley
CORRELATION RATIO WITH...
YearBuilt
0.32
GarageYrBlt
0.25
PC2
0.24
PC1
0.19
EnclosedPorch
0.19
LotFrontage
0.18
BT_TwnhsE
0.17
SalePrice
0.17
BsmtFinSF1
0.15
Centroide8
0.15
TotalBsmtSF
0.14
1stFlrSF
0.14
PC4
0.14
YearRemodAdd
0.13
4
HouseStyle
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
8
(<1%)
8
(<1%)
TOP CATEGORIES
SalePrice
(avg)
1Story
726
50%
745
51%
12.0
2Story
445
30%
427
29%
12.2
1.5Fin
154
11%
160
11%
11.8
SLvl
65
4%
63
4%
12.0
SFoyer
37
3%
46
3%
11.8
1.5Unf
14
<1%
5
<1%
11.6
2.5Unf
11
<1%
13
<1%
11.9
2.5Fin
8
<1%
0
0%
12.2
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HouseStyle
PROVIDES INFORMATION ON...
MSSubClass
0.57
Utilities
0.38
HalfBath
0.33
Cluster
0.32
PoolArea
0.20
PoolQC
0.16
Condition2
0.16
Heating
0.15
BedroomAbvGr
0.12
GarageType
0.11
FullBath
0.11
Foundation
0.10
Neighborhood
0.10
MSZoning
0.09

THESE FEATURES
GIVE INFORMATION
ON HouseStyle:
MSSubClass
0.90
Cluster
0.48
Neighborhood
0.23
HalfBath
0.18
BedroomAbvGr
0.11
GarageType
0.10
Exterior2nd
0.09
Exterior1st
0.09
Foundation
0.08
OverallQual
0.08
FullBath
0.07
BsmtQual
0.07
BsmtFinType1
0.07
BsmtExposure
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
CORRELATION RATIO WITH...
2ndFlrSF
0.92
LowQualFinSF
0.61
PC3
0.57
Centroide5
0.56
GrLivArea
0.56
PC2
0.56
Centroide0
0.54
TotRmsAbvGrd
0.53
Centroide4
0.51
YearBuilt
0.49
Centroide1
0.46
PC4
0.42
Centroide3
0.39
1stFlrSF
0.39
5
Utilities
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
TOP CATEGORIES
SalePrice
(avg)
AllPub
1,459
>99%
1,459
100%
12.0
NoSeWa
1
<1%
0
0%
11.8
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Utilities
PROVIDES INFORMATION ON...
BsmtHalfBath
0.01
Electrical
0.01
SaleType
0.00
BsmtFinType2
0.00
SaleCondition
0.00
GarageType
0.00
LotConfig
0.00
HouseStyle
0.00
HeatingQC
0.00
LotShape
0.00
OverallCond
0.00
MasVnrType
0.00
Neighborhood
0.00
FireplaceQu
0.00

THESE FEATURES
GIVE INFORMATION
ON Utilities:
GarageType
0.53
Neighborhood
0.44
SaleType
0.43
BsmtFinType2
0.40
HouseStyle
0.38
BsmtHalfBath
0.35
Electrical
0.33
LotConfig
0.33
SaleCondition
0.32
Exterior2nd
0.24
Exterior1st
0.23
HeatingQC
0.22
OverallCond
0.21
Cluster
0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Utilities
CORRELATION RATIO WITH...
ScreenPorch
0.10
MasVnrArea
0.06
MoSold
0.05
BsmtFinSF2
0.05
MampQual
0.05
YearRemodAdd
0.03
TotalOutSideSF
0.03
OpenPorchSF
0.03
Centroide9
0.02
MedNhbdArea
0.02
2ndFlrSF
0.02
WoodDeckSF
0.02
BsmtFinSF1
0.02
PC4
0.02
6
BldgType
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
5
(<1%)
5
(<1%)
TOP CATEGORIES
SalePrice
(avg)
1Fam
1,220
84%
1,205
83%
12.0
TwnhsE
114
8%
113
8%
12.1
Duplex
52
4%
57
4%
11.8
Twnhs
43
3%
53
4%
11.8
2fmCon
31
2%
31
2%
11.7
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BldgType
PROVIDES INFORMATION ON...
KitchenAbvGr
0.69
MSSubClass
0.29
Condition2
0.15
Street
0.13
CentralAir
0.11
BedroomAbvGr
0.10
Heating
0.09
MSZoning
0.09
Neighborhood
0.08
Alley
0.07
BsmtQual
0.06
BsmtCond
0.06
Foundation
0.06
ExterQual
0.06

THESE FEATURES
GIVE INFORMATION
ON BldgType:
MSSubClass
0.91
Neighborhood
0.36
KitchenAbvGr
0.21
BedroomAbvGr
0.19
Exterior2nd
0.11
BsmtQual
0.10
Exterior1st
0.10
Foundation
0.10
MSZoning
0.09
Cluster
0.09
GarageFinish
0.08
OverallQual
0.08
HouseStyle
0.08
GarageType
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BldgType
CORRELATION RATIO WITH...
BT_TwnhsE
0.97
BT_Twnhs
0.97
BT_Duplex
0.96
BT_2fmCon
0.94
BT_1Fam
0.75
LotFrontage
0.49
PC2
0.35
YearBuilt
0.32
TotRmsAbvGrd
0.29
GarageYrBlt
0.29
Centroide2
0.27
Centroide9
0.24
LotArea
0.24
YearRemodAdd
0.23
7
RoofStyle
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
6
(<1%)
6
(<1%)
TOP CATEGORIES
SalePrice
(avg)
Gable
1,141
78%
1,169
80%
12.0
Hip
286
20%
265
18%
12.2
Flat
13
<1%
7
<1%
12.1
Gambrel
11
<1%
11
<1%
11.8
Mansard
7
<1%
4
<1%
12.1
Shed
2
<1%
3
<1%
12.3
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RoofStyle
PROVIDES INFORMATION ON...
RoofMatl
0.47
PoolArea
0.18
Condition2
0.11
PoolQC
0.08
LandSlope
0.06
Heating
0.04
MiscFeature
0.04
Alley
0.04
Cluster
0.04
BsmtQual
0.04
MSSubClass
0.04
ExterQual
0.03
HouseStyle
0.03
MasVnrType
0.03

THESE FEATURES
GIVE INFORMATION
ON RoofStyle:
Neighborhood
0.13
MSSubClass
0.11
Cluster
0.11
RoofMatl
0.09
HouseStyle
0.07
Exterior2nd
0.07
OverallQual
0.07
BsmtQual
0.07
Exterior1st
0.06
MasVnrType
0.05
GarageCars
0.05
ExterQual
0.05
FireplaceQu
0.04
Foundation
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RoofStyle
CORRELATION RATIO WITH...
1stFlrSF
0.34
MiscVal
0.31
Centroide8
0.30
MampQual
0.29
TotalBsmtSF
0.29
MasVnrArea
0.27
Centroide0
0.25
Centroide6
0.25
PC1
0.24
BsmtFinSF1
0.23
Centroide3
0.22
Spaciousness
0.21
SalePrice
0.21
Centroide7
0.21
8
RoofMatl
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
8
(<1%)
8
(<1%)
TOP CATEGORIES
SalePrice
(avg)
CompShg
1,434
98%
1,442
99%
12.0
Tar&Grv
11
<1%
12
<1%
12.1
WdShngl
6
<1%
1
<1%
12.8
WdShake
5
<1%
4
<1%
12.4
ClyTile
1
<1%
0
0%
12.0
Membran
1
<1%
0
0%
12.4
Metal
1
<1%
0
0%
12.1
Roll
1
<1%
0
0%
11.8
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RoofMatl
PROVIDES INFORMATION ON...
PoolArea
0.23
PoolQC
0.19
RoofStyle
0.09
LandSlope
0.06
LandContour
0.04
KitchenAbvGr
0.03
Functional
0.03
Condition1
0.02
BsmtExposure
0.02
Exterior1st
0.02
BsmtHalfBath
0.02
Exterior2nd
0.02
Fireplaces
0.02
Cluster
0.01

THESE FEATURES
GIVE INFORMATION
ON RoofMatl:
RoofStyle
0.47
Exterior1st
0.31
Neighborhood
0.29
Exterior2nd
0.26
Cluster
0.23
BsmtExposure
0.19
MSSubClass
0.16
OverallQual
0.14
LandContour
0.13
BedroomAbvGr
0.13
LandSlope
0.13
Fireplaces
0.12
Condition1
0.11
BsmtFinType1
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RoofMatl
CORRELATION RATIO WITH...
Centroide9
0.38
Centroide8
0.35
Centroide0
0.34
Centroide1
0.33
Centroide7
0.32
TotalBsmtSF
0.32
BsmtFinSF1
0.31
LotFrontage
0.30
1stFlrSF
0.29
Spaciousness
0.29
Centroide4
0.28
Centroide5
0.27
GrLivArea
0.26
PC1
0.25
9
Exterior1st
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
15
(1%)
15
(1%)
TOP CATEGORIES
SalePrice
(avg)
VinylSd
515
35%
511
35%
12.2
HdBoard
222
15%
220
15%
12.0
MetalSd
220
15%
230
16%
11.9
Wd Sdng
206
14%
205
14%
11.8
Plywood
108
7%
113
8%
12.0
CemntBd
61
4%
65
4%
12.2
BrkFace
50
3%
37
3%
12.1
WdShing
26
2%
30
2%
11.8
Stucco
25
2%
18
1%
11.9
AsbShng
20
1%
24
2%
11.5
BrkComm
2
<1%
4
<1%
11.2
Stone
2
<1%
0
0%
12.5
AsphShn
1
<1%
1
<1%
11.5
CBlock
1
<1%
1
<1%
11.6
ImStucc
1
<1%
0
0%
12.5
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Exterior1st
PROVIDES INFORMATION ON...
Exterior2nd
0.80
PoolArea
0.34
RoofMatl
0.31
PoolQC
0.29
Foundation
0.24
Heating
0.23
Utilities
0.23
Condition2
0.21
ExterQual
0.19
CentralAir
0.19
Neighborhood
0.19
BsmtQual
0.17
Electrical
0.17
SaleType
0.17

THESE FEATURES
GIVE INFORMATION
ON Exterior1st:
Exterior2nd
0.82
Neighborhood
0.29
MSSubClass
0.15
Foundation
0.14
BsmtQual
0.10
OverallQual
0.09
HeatingQC
0.09
ExterQual
0.08
BsmtFinType1
0.08
OverallCond
0.08
GarageType
0.07
GarageFinish
0.07
GarageCars
0.07
KitchenQual
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Exterior1st
CORRELATION RATIO WITH...
YearBuilt
0.66
GarageYrBlt
0.60
YearRemodAdd
0.54
PC2
0.47
PC1
0.46
SalePrice
0.43
GarageArea
0.34
MedNhbdArea
0.33
EnclosedPorch
0.32
1stFlrSF
0.29
TotalBsmtSF
0.29
Centroide6
0.28
Centroide7
0.26
BsmtUnfSF
0.26
10
Exterior2nd
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
16
(1%)
16
(1%)
TOP CATEGORIES
SalePrice
(avg)
VinylSd
504
35%
511
35%
12.2
MetalSd
214
15%
233
16%
11.9
HdBoard
207
14%
199
14%
12.0
Wd Sdng
197
13%
194
13%
11.8
Plywood
142
10%
128
9%
12.0
CmentBd
60
4%
66
5%
12.2
Wd Shng
38
3%
43
3%
11.9
Stucco
26
2%
21
1%
11.9
BrkFace
25
2%
22
2%
12.1
AsbShng
20
1%
18
1%
11.6
ImStucc
10
<1%
5
<1%
12.2
Brk Cmn
7
<1%
15
1%
11.7
Stone
5
<1%
1
<1%
11.9
AsphShn
3
<1%
1
<1%
11.8
CBlock
1
<1%
2
<1%
11.6
Other
1
<1%
0
0%
12.7
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Exterior2nd
PROVIDES INFORMATION ON...
Exterior1st
0.82
PoolArea
0.38
PoolQC
0.34
Heating
0.26
RoofMatl
0.26
Foundation
0.25
Utilities
0.24
Condition2
0.21
ExterQual
0.20
Neighborhood
0.19
CentralAir
0.18
Electrical
0.18
SaleType
0.17
BsmtQual
0.17

THESE FEATURES
GIVE INFORMATION
ON Exterior2nd:
Exterior1st
0.80
Neighborhood
0.28
MSSubClass
0.15
Foundation
0.13
BsmtQual
0.10
OverallQual
0.09
HeatingQC
0.08
ExterQual
0.08
BsmtFinType1
0.08
GarageType
0.07
OverallCond
0.07
GarageFinish
0.07
KitchenQual
0.07
GarageCars
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Exterior2nd
CORRELATION RATIO WITH...
YearBuilt
0.66
GarageYrBlt
0.60
YearRemodAdd
0.55
PC2
0.46
PC1
0.45
SalePrice
0.41
GarageArea
0.34
MedNhbdArea
0.33
EnclosedPorch
0.32
TotalBsmtSF
0.29
BsmtUnfSF
0.27
Centroide8
0.27
1stFlrSF
0.26
Centroide6
0.26
11
MasVnrType
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
4
(<1%)
4
(<1%)
TOP CATEGORIES
SalePrice
(avg)
None
872
60%
894
61%
11.9
BrkFace
445
30%
434
30%
12.2
Stone
128
9%
121
8%
12.4
BrkCmn
15
1%
10
<1%
11.9
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MasVnrType
PROVIDES INFORMATION ON...
Utilities
0.14
PoolArea
0.12
ExterQual
0.11
PavedDrive
0.10
PoolQC
0.10
CentralAir
0.09
GarageCars
0.09
Condition2
0.09
GarageQual
0.08
Foundation
0.08
BsmtQual
0.08
Neighborhood
0.08
SaleType
0.08
GarageType
0.08

THESE FEATURES
GIVE INFORMATION
ON MasVnrType:
Neighborhood
0.24
OverallQual
0.13
MSSubClass
0.12
GarageCars
0.11
Exterior1st
0.10
Cluster
0.10
Exterior2nd
0.10
ExterQual
0.09
BsmtQual
0.09
Foundation
0.09
GarageType
0.09
GarageFinish
0.09
KitchenQual
0.08
FireplaceQu
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MasVnrType
CORRELATION RATIO WITH...
MasVnrArea
0.69
MampQual
0.63
PC1
0.49
YearBuilt
0.45
SalePrice
0.43
GarageYrBlt
0.39
GarageArea
0.38
TotalBsmtSF
0.38
Centroide6
0.36
1stFlrSF
0.36
Centroide3
0.33
YearRemodAdd
0.30
MedNhbdArea
0.30
Centroide8
0.28
12
Foundation
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
6
(<1%)
6
(<1%)
TOP CATEGORIES
SalePrice
(avg)
PConc
647
44%
661
45%
12.3
CBlock
634
43%
601
41%
11.9
BrkTil
146
10%
165
11%
11.7
Slab
24
2%
25
2%
11.5
Stone
6
<1%
5
<1%
11.9
Wood
3
<1%
2
<1%
12.1
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Foundation
PROVIDES INFORMATION ON...
BsmtQual
0.30
Heating
0.28
ExterQual
0.27
BsmtCond
0.21
CentralAir
0.20
KitchenQual
0.19
BsmtFinType1
0.17
BsmtFinType2
0.17
FullBath
0.16
Neighborhood
0.16
HeatingQC
0.16
SaleType
0.15
MSSubClass
0.15
GarageCars
0.14

THESE FEATURES
GIVE INFORMATION
ON Foundation:
Neighborhood
0.45
BsmtQual
0.32
MSSubClass
0.28
BsmtFinType1
0.27
Exterior2nd
0.25
Exterior1st
0.24
OverallQual
0.22
ExterQual
0.21
KitchenQual
0.18
HeatingQC
0.17
OverallCond
0.17
GarageFinish
0.15
GarageCars
0.15
GarageType
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Foundation
CORRELATION RATIO WITH...
YearBuilt
0.76
GarageYrBlt
0.68
YearRemodAdd
0.58
PC1
0.57
SalePrice
0.55
MedNhbdArea
0.49
PC2
0.48
TotalBsmtSF
0.43
GarageArea
0.40
Centroide6
0.36
PC3
0.34
BsmtUnfSF
0.32
EnclosedPorch
0.31
GrLivArea
0.31
13
Heating
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
6
(<1%)
6
(<1%)
TOP CATEGORIES
SalePrice
(avg)
GasA
1,428
98%
1,446
>99%
12.0
GasW
18
1%
9
<1%
11.9
Grav
7
<1%
2
<1%
11.2
Wall
4
<1%
2
<1%
11.4
OthW
2
<1%
0
0%
11.7
Floor
1
<1%
0
0%
11.2
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Heating
PROVIDES INFORMATION ON...
CentralAir
0.18
GarageCond
0.05
Electrical
0.04
BsmtCond
0.04
Foundation
0.04
GarageQual
0.03
PavedDrive
0.03
HeatingQC
0.03
Alley
0.03
KitchenAbvGr
0.03
BsmtFinType2
0.02
GarageType
0.02
MSSubClass
0.02
Exterior2nd
0.02

THESE FEATURES
GIVE INFORMATION
ON Heating:
CentralAir
0.33
Foundation
0.28
MSSubClass
0.28
HeatingQC
0.27
Exterior2nd
0.26
Neighborhood
0.24
Exterior1st
0.23
BsmtFinType1
0.19
GarageType
0.17
OverallQual
0.16
Cluster
0.16
HouseStyle
0.15
GarageCond
0.14
OverallCond
0.14

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Heating
CORRELATION RATIO WITH...
GarageYrBlt
0.23
YearBuilt
0.22
PC2
0.22
SalePrice
0.18
YearRemodAdd
0.18
PC1
0.16
TotalBsmtSF
0.16
Centroide4
0.15
Centroide3
0.14
GarageArea
0.14
Centroide9
0.14
LotArea
0.13
Centroide6
0.13
BT_Duplex
0.13
14
Electrical
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
5
(<1%)
5
(<1%)
TOP CATEGORIES
SalePrice
(avg)
SBrkr
1,335
91%
1,337
92%
12.1
FuseA
94
6%
94
6%
11.7
FuseF
27
2%
23
2%
11.5
FuseP
3
<1%
5
<1%
11.4
Mix
1
<1%
0
0%
11.1
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Electrical
PROVIDES INFORMATION ON...
Utilities
0.33
CentralAir
0.18
Heating
0.12
PavedDrive
0.07
BsmtCond
0.06
GarageCond
0.06
GarageQual
0.05
KitchenAbvGr
0.05
ExterQual
0.05
BsmtQual
0.05
KitchenQual
0.04
Foundation
0.04
ExterCond
0.04
MSSubClass
0.03

THESE FEATURES
GIVE INFORMATION
ON Electrical:
Neighborhood
0.24
MSSubClass
0.19
Exterior2nd
0.18
Exterior1st
0.17
BsmtQual
0.15
OverallQual
0.14
KitchenQual
0.12
CentralAir
0.12
Foundation
0.12
ExterQual
0.12
GarageFinish
0.12
BsmtFinType1
0.11
OverallCond
0.11
GarageType
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Electrical
CORRELATION RATIO WITH...
YearRemodAdd
0.36
GarageYrBlt
0.35
YearBuilt
0.35
SalePrice
0.31
PC1
0.29
GarageArea
0.24
PC2
0.18
TotalBsmtSF
0.18
MedNhbdArea
0.18
Centroide6
0.17
BsmtFinSF1
0.16
EnclosedPorch
0.16
WoodDeckSF
0.16
BT_2fmCon
0.14
15
Functional
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
7
(<1%)
7
(<1%)
TOP CATEGORIES
SalePrice
(avg)
Typ
1,360
93%
1,359
93%
12.0
Min2
34
2%
36
2%
11.8
Min1
31
2%
34
2%
11.9
Mod
15
1%
20
1%
11.9
Maj1
14
<1%
5
<1%
11.9
Maj2
5
<1%
4
<1%
11.3
Sev
1
<1%
1
<1%
11.8
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Functional
PROVIDES INFORMATION ON...
RoofMatl
0.09
Heating
0.05
BsmtCond
0.05
MiscFeature
0.04
ExterCond
0.04
BsmtFinType2
0.03
Foundation
0.03
LandSlope
0.02
OverallCond
0.02
Electrical
0.02
Neighborhood
0.02
SaleType
0.02
GarageQual
0.02
Exterior2nd
0.02

THESE FEATURES
GIVE INFORMATION
ON Functional:
Neighborhood
0.18
MSSubClass
0.12
Exterior2nd
0.12
BsmtFinType1
0.10
Exterior1st
0.10
OverallQual
0.09
OverallCond
0.09
Foundation
0.08
BsmtQual
0.07
BsmtFinType2
0.06
BsmtCond
0.06
Cluster
0.05
MasVnrType
0.05
GarageType
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Functional
CORRELATION RATIO WITH...
PC2
0.19
YearBuilt
0.19
GarageYrBlt
0.16
BsmtFinSF2
0.15
SalePrice
0.15
BT_Twnhs
0.15
LowQualFinSF
0.12
MedNhbdArea
0.12
OpenPorchSF
0.12
GrLivArea
0.10
Spaciousness
0.10
1stFlrSF
0.10
PC4
0.10
PC1
0.10
16
GarageType
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
7
(<1%)
7
(<1%)
TOP CATEGORIES
SalePrice
(avg)
Attchd
870
60%
853
58%
12.2
Detchd
387
27%
392
27%
11.8
BuiltIn
88
6%
98
7%
12.4
NA
81
6%
76
5%
11.5
Basment
19
1%
17
1%
11.9
CarPort
9
<1%
6
<1%
11.6
2Types
6
<1%
17
1%
11.9
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageType
PROVIDES INFORMATION ON...
GarageCond
0.61
GarageQual
0.56
Utilities
0.53
GarageFinish
0.35
GarageCars
0.25
CentralAir
0.25
Street
0.23
PavedDrive
0.20
Heating
0.17
Condition2
0.16
MSSubClass
0.16
KitchenAbvGr
0.15
ExterQual
0.15
Alley
0.15

THESE FEATURES
GIVE INFORMATION
ON GarageType:
GarageFinish
0.39
MSSubClass
0.30
Neighborhood
0.29
GarageCars
0.26
GarageCond
0.22
GarageQual
0.22
Cluster
0.16
OverallQual
0.15
Exterior2nd
0.13
Foundation
0.13
Exterior1st
0.12
BsmtQual
0.12
HouseStyle
0.11
ExterQual
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageType
CORRELATION RATIO WITH...
YearBuilt
0.60
GarageArea
0.59
PC1
0.59
SalePrice
0.58
PC4
0.52
GarageYrBlt
0.51
Centroide6
0.41
TotalBsmtSF
0.40
YearRemodAdd
0.39
1stFlrSF
0.39
PC3
0.38
GrLivArea
0.38
2ndFlrSF
0.38
Centroide3
0.37
17
MiscFeature
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
5
(<1%)
5
(<1%)
TOP CATEGORIES
SalePrice
(avg)
None
1,406
96%
1,408
97%
12.0
Shed
49
3%
46
3%
11.9
Gar2
2
<1%
3
<1%
12.0
Othr
2
<1%
2
<1%
11.4
TenC
1
<1%
0
0%
12.4
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MiscFeature
PROVIDES INFORMATION ON...
Street
0.16
PoolArea
0.15
PoolQC
0.14
Condition2
0.07
Functional
0.02
ExterCond
0.01
KitchenAbvGr
0.01
Fence
0.01
BsmtFinType2
0.01
Foundation
0.01
BldgType
0.01
SaleType
0.01
RoofStyle
0.01
ExterQual
0.01

THESE FEATURES
GIVE INFORMATION
ON MiscFeature:
Neighborhood
0.12
MSSubClass
0.10
Exterior2nd
0.09
Cluster
0.08
Exterior1st
0.07
Foundation
0.07
BsmtFinType1
0.06
OverallQual
0.06
KitchenQual
0.05
OverallCond
0.05
Fence
0.05
ExterQual
0.05
FireplaceQu
0.05
BsmtQual
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscFeature
CORRELATION RATIO WITH...
MiscVal
0.94
ScreenPorch
0.20
BT_Duplex
0.15
Centroide6
0.12
Centroide2
0.11
Centroide3
0.11
Centroide5
0.11
LotArea
0.11
TotRmsAbvGrd
0.11
YearRemodAdd
0.10
PC1
0.10
SalePrice
0.10
MedNhbdArea
0.10
TotalOutSideSF
0.09
18
SaleType
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
9
(<1%)
9
(<1%)
TOP CATEGORIES
SalePrice
(avg)
WD
1,267
87%
1,259
86%
12.0
New
122
8%
117
8%
12.5
COD
43
3%
44
3%
11.8
ConLD
9
<1%
17
1%
11.8
ConLI
5
<1%
4
<1%
12.0
ConLw
5
<1%
3
<1%
11.8
CWD
4
<1%
8
<1%
12.2
Oth
3
<1%
4
<1%
11.7
Con
2
<1%
3
<1%
12.5
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
SaleType
PROVIDES INFORMATION ON...
SaleCondition
0.47
Utilities
0.43
ExterQual
0.10
Condition2
0.08
Street
0.08
BsmtQual
0.08
Foundation
0.08
KitchenQual
0.07
GarageCars
0.06
PoolArea
0.06
Heating
0.05
HeatingQC
0.05
Neighborhood
0.05
OverallQual
0.05

THESE FEATURES
GIVE INFORMATION
ON SaleType:
SaleCondition
0.58
Neighborhood
0.26
Exterior2nd
0.17
Exterior1st
0.17
BsmtQual
0.16
OverallQual
0.15
Foundation
0.15
ExterQual
0.15
KitchenQual
0.13
GarageCars
0.13
MSSubClass
0.12
OverallCond
0.11
HeatingQC
0.11
GarageFinish
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
SaleType
CORRELATION RATIO WITH...
PC1
0.36
YearBuilt
0.36
YearRemodAdd
0.36
GarageYrBlt
0.35
SalePrice
0.35
GarageArea
0.31
TotalBsmtSF
0.27
BsmtUnfSF
0.25
Centroide6
0.24
1stFlrSF
0.23
MampQual
0.21
Centroide3
0.21
MedNhbdArea
0.21
Centroide7
0.20
19
SaleCondition
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
6
(<1%)
6
(<1%)
TOP CATEGORIES
SalePrice
(avg)
Normal
1,198
82%
1,204
83%
12.0
Partial
125
9%
120
8%
12.4
Abnorml
101
7%
89
6%
11.8
Family
20
1%
26
2%
11.9
Alloca
12
<1%
12
<1%
11.9
AdjLand
4
<1%
8
<1%
11.5
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
SaleCondition
PROVIDES INFORMATION ON...
SaleType
0.58
Utilities
0.32
PoolArea
0.23
PoolQC
0.19
KitchenAbvGr
0.10
ExterQual
0.09
Street
0.08
BsmtQual
0.08
Condition2
0.08
KitchenQual
0.07
Foundation
0.07
RoofMatl
0.06
GarageCars
0.06
HeatingQC
0.06

THESE FEATURES
GIVE INFORMATION
ON SaleCondition:
SaleType
0.47
Neighborhood
0.20
Exterior1st
0.13
Exterior2nd
0.13
BsmtQual
0.13
ExterQual
0.11
Foundation
0.11
GarageCars
0.10
KitchenQual
0.10
OverallQual
0.10
MSSubClass
0.09
HeatingQC
0.09
GarageFinish
0.08
OverallCond
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
SaleCondition
CORRELATION RATIO WITH...
PC1
0.37
SalePrice
0.36
YearBuilt
0.36
GarageYrBlt
0.35
YearRemodAdd
0.35
GarageArea
0.32
TotalBsmtSF
0.28
BT_Duplex
0.27
BsmtUnfSF
0.26
1stFlrSF
0.24
Centroide6
0.24
MampQual
0.21
Centroide3
0.21
MedNhbdArea
0.21
20
OverallQual
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
10
(<1%)
10
(<1%)
TOP CATEGORIES
SalePrice
(avg)
0.5
397
27%
428
29%
11.8
0.6
374
26%
357
24%
12.0
0.7
319
22%
281
19%
12.2
0.8
168
12%
174
12%
12.5
0.4
116
8%
110
8%
11.6
0.9
43
3%
64
4%
12.8
0.3
20
1%
20
1%
11.3
1.0
18
1%
13
<1%
12.9
0.2
3
<1%
10
<1%
10.8
0.1
2
<1%
2
<1%
10.8
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
OverallQual
PROVIDES INFORMATION ON...
ExterQual
0.46
KitchenQual
0.33
BsmtQual
0.30
PoolArea
0.29
FullBath
0.26
GarageCars
0.26
Condition2
0.24
PoolQC
0.23
Foundation
0.22
CentralAir
0.18
GarageFinish
0.17
Utilities
0.16
Neighborhood
0.16
Heating
0.16

THESE FEATURES
GIVE INFORMATION
ON OverallQual:
Neighborhood
0.27
ExterQual
0.22
BsmtQual
0.20
KitchenQual
0.19
Cluster
0.17
GarageCars
0.17
MSSubClass
0.14
Foundation
0.13
FullBath
0.12
GarageFinish
0.12
BsmtFinType1
0.11
Exterior2nd
0.10
Exterior1st
0.10
FireplaceQu
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
CORRELATION RATIO WITH...
SalePrice
0.82
PC1
0.76
Centroide6
0.66
MedNhbdArea
0.62
GrLivArea
0.61
YearBuilt
0.59
GarageArea
0.58
Centroide7
0.58
TotalBsmtSF
0.58
GarageYrBlt
0.58
YearRemodAdd
0.57
Spaciousness
0.56
MampQual
0.56
1stFlrSF
0.53
21
OverallCond
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
9
(<1%)
9
(<1%)
TOP CATEGORIES
SalePrice
(avg)
0.5
821
56%
824
56%
12.1
0.6
252
17%
279
19%
11.9
0.7
205
14%
185
13%
11.9
0.8
72
5%
72
5%
11.9
0.4
57
4%
44
3%
11.6
0.3
25
2%
25
2%
11.4
0.9
22
2%
19
1%
12.2
0.2
5
<1%
5
<1%
11.6
0.1
1
<1%
6
<1%
11.0
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
OverallCond
PROVIDES INFORMATION ON...
Condition2
0.21
Utilities
0.21
ExterCond
0.20
PoolArea
0.18
Foundation
0.17
ExterQual
0.16
BsmtQual
0.15
Heating
0.14
CentralAir
0.13
FullBath
0.12
SaleType
0.11
Electrical
0.11
Street
0.10
BsmtCond
0.10

THESE FEATURES
GIVE INFORMATION
ON OverallCond:
Neighborhood
0.20
Foundation
0.13
MSSubClass
0.13
BsmtQual
0.13
OverallQual
0.12
Exterior1st
0.11
Exterior2nd
0.11
ExterQual
0.10
GarageCars
0.08
FullBath
0.07
BsmtFinType1
0.07
ExterCond
0.07
KitchenQual
0.06
GarageFinish
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallCond
CORRELATION RATIO WITH...
YearBuilt
0.63
GarageYrBlt
0.54
PC1
0.45
YearRemodAdd
0.43
SalePrice
0.41
PC2
0.39
MedNhbdArea
0.32
GarageArea
0.32
TotalBsmtSF
0.27
Centroide6
0.25
MampQual
0.23
PC4
0.23
MasVnrArea
0.22
Centroide7
0.22
22
LotShape
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
4
(<1%)
4
(<1%)
TOP CATEGORIES
SalePrice
(avg)
1.0
925
63%
934
64%
11.9
0.7
484
33%
484
33%
12.2
0.4
41
3%
35
2%
12.3
0.0
10
<1%
6
<1%
12.2
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LotShape
PROVIDES INFORMATION ON...
PoolArea
0.17
Utilities
0.13
LotConfig
0.09
RoofMatl
0.09
Condition2
0.08
PoolQC
0.07
MSZoning
0.07
LandContour
0.05
Heating
0.05
LandSlope
0.04
Neighborhood
0.04
Alley
0.04
Street
0.03
KitchenAbvGr
0.03

THESE FEATURES
GIVE INFORMATION
ON LotShape:
Neighborhood
0.15
LotConfig
0.10
MSSubClass
0.08
Cluster
0.06
MSZoning
0.06
BsmtQual
0.05
GarageType
0.04
GarageFinish
0.04
Exterior2nd
0.04
OverallQual
0.04
GarageCars
0.04
FireplaceQu
0.03
Exterior1st
0.03
Fireplaces
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LotShape
CORRELATION RATIO WITH...
LotArea
0.37
Centroide2
0.33
Centroide7
0.30
SalePrice
0.30
Centroide8
0.29
Centroide1
0.29
PC1
0.27
LotFrontage
0.27
Centroide9
0.25
MedNhbdArea
0.24
BT_1Fam
0.24
YearBuilt
0.24
Centroide0
0.23
Centroide4
0.23
23
LandContour
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
4
(<1%)
4
(<1%)
TOP CATEGORIES
SalePrice
(avg)
0.0
1,311
90%
1,311
90%
12.0
0.5
63
4%
54
4%
11.8
1.0
50
3%
70
5%
12.3
-1.0
36
2%
24
2%
12.1
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LandContour
PROVIDES INFORMATION ON...
LandSlope
0.38
Street
0.14
RoofMatl
0.13
Condition2
0.07
PoolArea
0.07
Neighborhood
0.04
BsmtExposure
0.04
PoolQC
0.04
PavedDrive
0.03
ExterQual
0.03
LotShape
0.03
CentralAir
0.03
MSZoning
0.03
Cluster
0.02

THESE FEATURES
GIVE INFORMATION
ON LandContour:
Neighborhood
0.28
LandSlope
0.20
Cluster
0.10
BsmtExposure
0.09
MSSubClass
0.09
Exterior2nd
0.08
Exterior1st
0.08
OverallQual
0.05
ExterQual
0.05
GarageType
0.05
LotShape
0.05
GarageFinish
0.05
HouseStyle
0.05
BsmtFinType1
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandContour
CORRELATION RATIO WITH...
Centroide2
0.38
LotArea
0.38
Centroide8
0.22
YearBuilt
0.22
PC2
0.22
Centroide0
0.22
Centroide1
0.21
GarageYrBlt
0.19
Centroide7
0.19
Centroide4
0.18
LotFrontage
0.18
Centroide5
0.17
SalePrice
0.16
Centroide3
0.14
24
LandSlope
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
3
(<1%)
3
(<1%)
TOP CATEGORIES
SalePrice
(avg)
0.1
1,382
95%
1,396
96%
12.0
0.2
65
4%
60
4%
12.1
0.5
13
<1%
3
<1%
12.1
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LandSlope
PROVIDES INFORMATION ON...
Street
0.21
LandContour
0.20
RoofMatl
0.13
BsmtExposure
0.03
Condition2
0.02
RoofStyle
0.02
Neighborhood
0.02
Cluster
0.02
Functional
0.02
BsmtFullBath
0.01
Heating
0.01
Fireplaces
0.01
LotShape
0.01
Exterior1st
0.01

THESE FEATURES
GIVE INFORMATION
ON LandSlope:
LandContour
0.38
Neighborhood
0.23
Cluster
0.14
BsmtExposure
0.14
Exterior1st
0.10
Exterior2nd
0.09
RoofMatl
0.06
RoofStyle
0.06
Fireplaces
0.06
OverallQual
0.05
MSSubClass
0.05
BsmtFullBath
0.05
LotShape
0.04
GarageType
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandSlope
CORRELATION RATIO WITH...
LotArea
0.55
Centroide2
0.53
Centroide0
0.32
Centroide8
0.31
Centroide1
0.30
Centroide4
0.29
Centroide5
0.28
Centroide7
0.27
LotFrontage
0.24
Centroide3
0.24
Centroide9
0.19
Spaciousness
0.16
BsmtUnfSF
0.12
BsmtFinSF1
0.11
25
ExterQual
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
4
(<1%)
4
(<1%)
TOP CATEGORIES
SalePrice
(avg)
0.7
906
62%
892
61%
11.8
0.9
488
33%
491
34%
12.3
1.0
52
4%
55
4%
12.8
0.5
14
<1%
21
1%
11.3
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ExterQual
PROVIDES INFORMATION ON...
KitchenQual
0.35
Street
0.30
BsmtQual
0.25
OverallQual
0.22
Foundation
0.21
FullBath
0.19
GarageCars
0.18
HeatingQC
0.16
Condition2
0.16
SaleType
0.15
GarageFinish
0.14
PoolArea
0.14
CentralAir
0.12
Neighborhood
0.12

THESE FEATURES
GIVE INFORMATION
ON ExterQual:
OverallQual
0.46
Neighborhood
0.44
KitchenQual
0.43
BsmtQual
0.34
Foundation
0.27
GarageCars
0.24
HeatingQC
0.22
GarageFinish
0.21
Exterior2nd
0.20
Exterior1st
0.19
FullBath
0.19
BsmtFinType1
0.18
MSSubClass
0.18
Cluster
0.18

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ExterQual
CORRELATION RATIO WITH...
SalePrice
0.68
PC1
0.66
YearBuilt
0.62
YearRemodAdd
0.60
GarageYrBlt
0.60
MedNhbdArea
0.55
Centroide6
0.51
GarageArea
0.50
TotalBsmtSF
0.48
MampQual
0.48
GrLivArea
0.44
Centroide7
0.44
Spaciousness
0.43
1stFlrSF
0.42
26
ExterCond
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
5
(<1%)
5
(<1%)
TOP CATEGORIES
SalePrice
(avg)
0.7
1,282
88%
1,256
86%
12.0
0.9
146
10%
153
10%
12.0
0.5
28
2%
39
3%
11.5
1.0
3
<1%
9
<1%
12.1
0.3
1
<1%
2
<1%
11.2
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ExterCond
PROVIDES INFORMATION ON...
PoolArea
0.09
Condition2
0.09
BsmtCond
0.07
OverallCond
0.07
GarageCond
0.05
CentralAir
0.04
GarageQual
0.04
Electrical
0.04
Functional
0.04
PavedDrive
0.04
PoolQC
0.04
Heating
0.04
SaleType
0.04
MiscFeature
0.03

THESE FEATURES
GIVE INFORMATION
ON ExterCond:
OverallCond
0.20
Neighborhood
0.15
MSSubClass
0.10
BsmtCond
0.07
OverallQual
0.06
BsmtQual
0.06
Foundation
0.06
GarageCars
0.06
GarageFinish
0.06
KitchenQual
0.06
Exterior1st
0.05
ExterQual
0.05
Exterior2nd
0.05
GarageType
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ExterCond
CORRELATION RATIO WITH...
YearBuilt
0.27
GarageYrBlt
0.24
SalePrice
0.21
PC1
0.21
PC2
0.19
BT_2fmCon
0.19
GarageArea
0.18
YearRemodAdd
0.16
OpenPorchSF
0.14
TotalBsmtSF
0.14
MedNhbdArea
0.13
LowQualFinSF
0.11
TotalOutSideSF
0.10
BsmtUnfSF
0.10
27
BsmtQual
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
5
(<1%)
5
(<1%)
TOP CATEGORIES
SalePrice
(avg)
0.7
649
44%
637
44%
11.8
0.9
618
42%
591
41%
12.2
1.0
121
8%
137
9%
12.6
0.0
37
3%
41
3%
11.5
0.5
35
2%
53
4%
11.6
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtQual
PROVIDES INFORMATION ON...
ExterQual
0.34
BsmtCond
0.34
Foundation
0.32
FullBath
0.23
BsmtFinType2
0.22
KitchenQual
0.22
GarageCars
0.20
OverallQual
0.20
BsmtFinType1
0.18
BsmtExposure
0.16
SaleType
0.16
Neighborhood
0.16
KitchenAbvGr
0.16
PoolArea
0.16

THESE FEATURES
GIVE INFORMATION
ON BsmtQual:
Neighborhood
0.42
OverallQual
0.30
Foundation
0.30
BsmtFinType1
0.27
ExterQual
0.25
MSSubClass
0.21
GarageCars
0.20
KitchenQual
0.20
Exterior1st
0.17
GarageFinish
0.17
Exterior2nd
0.17
FullBath
0.17
BsmtExposure
0.16
OverallCond
0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtQual
CORRELATION RATIO WITH...
YearBuilt
0.75
GarageYrBlt
0.69
PC1
0.68
SalePrice
0.67
YearRemodAdd
0.59
TotalBsmtSF
0.59
MedNhbdArea
0.55
Centroide6
0.50
GarageArea
0.48
MampQual
0.44
Centroide7
0.42
Spaciousness
0.41
1stFlrSF
0.41
GrLivArea
0.39
28
BsmtCond
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
5
(<1%)
5
(<1%)
TOP CATEGORIES
SalePrice
(avg)
0.7
1,311
90%
1,299
89%
12.0
0.9
65
4%
57
4%
12.2
0.5
45
3%
59
4%
11.6
0.0
37
3%
41
3%
11.5
0.3
2
<1%
3
<1%
11.1
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtCond
PROVIDES INFORMATION ON...
BsmtFinType2
0.19
Heating
0.14
BsmtQual
0.13
CentralAir
0.12
BsmtExposure
0.12
KitchenAbvGr
0.11
Foundation
0.09
BsmtFinType1
0.08
Electrical
0.08
ExterCond
0.07
Functional
0.06
PavedDrive
0.06
GarageCond
0.06
RoofMatl
0.05

THESE FEATURES
GIVE INFORMATION
ON BsmtCond:
BsmtQual
0.34
BsmtFinType1
0.32
BsmtExposure
0.29
BsmtFinType2
0.28
Foundation
0.21
MSSubClass
0.14
Neighborhood
0.14
OverallQual
0.12
OverallCond
0.10
Exterior1st
0.08
Exterior2nd
0.07
ExterCond
0.07
CentralAir
0.07
Cluster
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtCond
CORRELATION RATIO WITH...
TotalBsmtSF
0.40
PC3
0.36
SalePrice
0.29
YearBuilt
0.28
PC1
0.27
BT_Duplex
0.27
GarageYrBlt
0.27
Centroide6
0.22
Centroide3
0.21
BsmtUnfSF
0.21
PC2
0.21
YearRemodAdd
0.20
Centroide4
0.19
BsmtFinSF1
0.18
29
BsmtExposure
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
5
(<1%)
5
(<1%)
TOP CATEGORIES
SalePrice
(avg)
0.0
954
65%
954
65%
12.0
0.6
221
15%
197
14%
12.2
1.0
134
9%
142
10%
12.4
0.3
114
8%
125
9%
12.1
-0.5
37
3%
41
3%
11.5
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtExposure
PROVIDES INFORMATION ON...
BsmtCond
0.29
BsmtFinType2
0.20
RoofMatl
0.19
PoolArea
0.16
BsmtQual
0.16
Street
0.14
LandSlope
0.14
Heating
0.13
PoolQC
0.12
KitchenAbvGr
0.11
BsmtFinType1
0.11
Foundation
0.10
LandContour
0.09
BsmtFullBath
0.09

THESE FEATURES
GIVE INFORMATION
ON BsmtExposure:
BsmtFinType1
0.17
BsmtQual
0.16
Neighborhood
0.13
MSSubClass
0.13
BsmtFinType2
0.12
BsmtCond
0.12
Foundation
0.10
Cluster
0.09
HouseStyle
0.08
OverallQual
0.07
BsmtFullBath
0.06
Exterior2nd
0.05
Exterior1st
0.05
GarageType
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtExposure
CORRELATION RATIO WITH...
TotalBsmtSF
0.50
BsmtFinSF1
0.39
Centroide8
0.38
SalePrice
0.38
PC1
0.38
PC3
0.38
Centroide0
0.35
1stFlrSF
0.32
YearBuilt
0.31
Centroide2
0.31
Centroide6
0.30
Spaciousness
0.29
Centroide7
0.29
LotArea
0.28
30
BsmtFinType1
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
7
(<1%)
7
(<1%)
TOP CATEGORIES
SalePrice
(avg)
0.2
430
29%
422
29%
12.0
1.0
418
29%
431
30%
12.3
0.8
220
15%
209
14%
12.0
0.7
148
10%
121
8%
11.9
0.6
133
9%
155
11%
11.9
0.4
74
5%
80
5%
11.9
0.0
37
3%
41
3%
11.5
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFinType1
PROVIDES INFORMATION ON...
BsmtFinType2
0.34
BsmtCond
0.32
BsmtFullBath
0.30
BsmtQual
0.27
Foundation
0.27
PoolArea
0.19
Heating
0.19
ExterQual
0.18
Condition2
0.17
BsmtExposure
0.17
Utilities
0.15
KitchenQual
0.14
CentralAir
0.13
KitchenAbvGr
0.13

THESE FEATURES
GIVE INFORMATION
ON BsmtFinType1:
Neighborhood
0.18
BsmtQual
0.18
Foundation
0.17
BsmtFinType2
0.13
BsmtFullBath
0.13
OverallQual
0.11
MSSubClass
0.11
BsmtExposure
0.11
Exterior2nd
0.09
ExterQual
0.09
Exterior1st
0.09
BsmtCond
0.08
KitchenQual
0.08
GarageCars
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
CORRELATION RATIO WITH...
BsmtFinSF1
0.71
BsmtUnfSF
0.63
YearBuilt
0.51
GarageYrBlt
0.49
YearRemodAdd
0.49
TotalBsmtSF
0.48
SalePrice
0.48
PC1
0.47
MedNhbdArea
0.42
PC3
0.39
BsmtFinSF2
0.37
Centroide6
0.34
GarageArea
0.33
Spaciousness
0.32
31
BsmtFinType2
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
7
(<1%)
7
(<1%)
TOP CATEGORIES
SalePrice
(avg)
0.2
1,257
86%
1,238
85%
12.0
0.6
54
4%
51
3%
12.0
0.4
46
3%
41
3%
12.0
0.0
37
3%
41
3%
11.5
0.7
33
2%
35
2%
11.9
0.8
19
1%
33
2%
12.2
1.0
14
<1%
20
1%
12.0
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFinType2
PROVIDES INFORMATION ON...
Utilities
0.40
BsmtCond
0.28
PoolArea
0.19
PoolQC
0.19
BsmtFinType1
0.13
BsmtQual
0.13
BsmtExposure
0.12
Heating
0.12
KitchenAbvGr
0.11
Foundation
0.10
Street
0.10
RoofMatl
0.07
Condition2
0.07
Functional
0.06

THESE FEATURES
GIVE INFORMATION
ON BsmtFinType2:
BsmtFinType1
0.34
BsmtQual
0.22
BsmtExposure
0.20
BsmtCond
0.19
Foundation
0.17
Neighborhood
0.16
MSSubClass
0.09
OverallQual
0.09
Exterior2nd
0.08
Exterior1st
0.08
Cluster
0.06
ExterQual
0.05
BldgType
0.05
HeatingQC
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType2
CORRELATION RATIO WITH...
BsmtFinSF2
0.84
TotalBsmtSF
0.39
PC3
0.36
BsmtUnfSF
0.34
BT_Duplex
0.27
PC1
0.22
SalePrice
0.22
Centroide6
0.21
Centroide3
0.21
YearRemodAdd
0.19
Centroide4
0.19
Centroide5
0.19
BsmtFinSF1
0.18
Centroide9
0.18
32
HeatingQC
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
5
(<1%)
5
(<1%)
TOP CATEGORIES
SalePrice
(avg)
1.0
741
51%
752
52%
12.2
0.7
428
29%
429
29%
11.8
0.9
241
17%
233
16%
11.9
0.5
49
3%
43
3%
11.6
0.3
1
<1%
2
<1%
11.4
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HeatingQC
PROVIDES INFORMATION ON...
Heating
0.27
ExterQual
0.22
Utilities
0.22
CentralAir
0.20
PoolArea
0.18
Foundation
0.17
KitchenQual
0.16
BsmtQual
0.12
Condition2
0.12
PoolQC
0.11
SaleType
0.11
KitchenAbvGr
0.10
SaleCondition
0.09
OverallQual
0.09

THESE FEATURES
GIVE INFORMATION
ON HeatingQC:
Neighborhood
0.21
ExterQual
0.16
Foundation
0.16
Exterior2nd
0.15
KitchenQual
0.15
Exterior1st
0.14
OverallQual
0.14
BsmtQual
0.12
BsmtFinType1
0.09
MSSubClass
0.08
GarageFinish
0.08
GarageCars
0.07
OverallCond
0.06
FullBath
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HeatingQC
CORRELATION RATIO WITH...
YearRemodAdd
0.55
GarageYrBlt
0.48
SalePrice
0.48
YearBuilt
0.48
PC1
0.44
MedNhbdArea
0.37
GarageArea
0.31
Centroide6
0.31
TotalBsmtSF
0.29
Spaciousness
0.27
GrLivArea
0.26
Centroide7
0.23
Centroide3
0.22
BsmtUnfSF
0.22
33
KitchenQual
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
4
(<1%)
4
(<1%)
TOP CATEGORIES
SalePrice
(avg)
0.7
735
50%
758
52%
11.8
0.9
586
40%
565
39%
12.2
1.0
100
7%
105
7%
12.6
0.5
39
3%
31
2%
11.5
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
KitchenQual
PROVIDES INFORMATION ON...
ExterQual
0.43
BsmtQual
0.20
OverallQual
0.19
Foundation
0.18
CentralAir
0.17
PoolArea
0.17
GarageCars
0.16
FullBath
0.15
HeatingQC
0.15
Heating
0.13
SaleType
0.13
Condition2
0.13
Electrical
0.12
GarageFinish
0.12

THESE FEATURES
GIVE INFORMATION
ON KitchenQual:
ExterQual
0.35
OverallQual
0.33
Neighborhood
0.30
BsmtQual
0.22
Foundation
0.19
GarageCars
0.18
HeatingQC
0.16
GarageFinish
0.15
BsmtFinType1
0.14
Cluster
0.14
Exterior2nd
0.13
MSSubClass
0.13
Exterior1st
0.13
FullBath
0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenQual
CORRELATION RATIO WITH...
SalePrice
0.67
YearRemodAdd
0.66
PC1
0.62
GarageYrBlt
0.56
YearBuilt
0.55
Centroide6
0.50
MedNhbdArea
0.49
GarageArea
0.49
TotalBsmtSF
0.45
Spaciousness
0.44
GrLivArea
0.43
Centroide7
0.42
1stFlrSF
0.41
MampQual
0.38
34
FireplaceQu
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
6
(<1%)
6
(<1%)
TOP CATEGORIES
SalePrice
(avg)
0.0
690
47%
730
50%
11.8
0.9
380
26%
364
25%
12.3
0.7
313
21%
279
19%
12.2
0.5
33
2%
41
3%
12.0
1.0
24
2%
19
1%
12.7
0.3
20
1%
26
2%
11.7
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FireplaceQu
PROVIDES INFORMATION ON...
Fireplaces
0.75
PoolArea
0.31
PoolQC
0.26
Utilities
0.16
Condition2
0.12
ExterQual
0.11
CentralAir
0.10
RoofMatl
0.10
OverallQual
0.10
GarageCars
0.10
BsmtQual
0.09
KitchenQual
0.09
GarageType
0.09
Neighborhood
0.09

THESE FEATURES
GIVE INFORMATION
ON FireplaceQu:
Fireplaces
0.56
Neighborhood
0.21
OverallQual
0.14
Cluster
0.13
MSSubClass
0.10
GarageCars
0.09
BsmtQual
0.08
GarageType
0.08
GarageFinish
0.07
KitchenQual
0.07
ExterQual
0.07
Exterior1st
0.07
Exterior2nd
0.06
MasVnrType
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FireplaceQu
CORRELATION RATIO WITH...
SalePrice
0.56
Centroide6
0.50
GrLivArea
0.49
Spaciousness
0.49
PC1
0.47
Centroide7
0.45
MedNhbdArea
0.42
1stFlrSF
0.42
BT_1Fam
0.41
TotRmsAbvGrd
0.36
TotalBsmtSF
0.36
GarageArea
0.34
Centroide8
0.33
MampQual
0.32
35
GarageFinish
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
4
(<1%)
4
(<1%)
TOP CATEGORIES
SalePrice
(avg)
0.3
605
41%
627
43%
11.8
0.7
422
29%
389
27%
12.2
1.0
352
24%
367
25%
12.3
0.0
81
6%
76
5%
11.5
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageFinish
PROVIDES INFORMATION ON...
GarageCond
0.59
GarageQual
0.55
GarageType
0.39
GarageCars
0.29
CentralAir
0.22
ExterQual
0.21
BsmtQual
0.17
PavedDrive
0.16
Foundation
0.15
Utilities
0.15
PoolArea
0.15
KitchenQual
0.15
FullBath
0.14
KitchenAbvGr
0.13

THESE FEATURES
GIVE INFORMATION
ON GarageFinish:
GarageType
0.35
GarageCars
0.26
Neighborhood
0.25
MSSubClass
0.20
GarageQual
0.20
GarageCond
0.19
OverallQual
0.17
BsmtQual
0.15
ExterQual
0.14
Foundation
0.13
KitchenQual
0.12
Exterior2nd
0.11
Exterior1st
0.11
Cluster
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageFinish
CORRELATION RATIO WITH...
PC1
0.63
YearBuilt
0.63
GarageArea
0.63
SalePrice
0.62
GarageYrBlt
0.59
YearRemodAdd
0.47
MedNhbdArea
0.42
PC4
0.42
Centroide6
0.41
TotalBsmtSF
0.38
Spaciousness
0.37
Centroide7
0.36
GrLivArea
0.35
1stFlrSF
0.34
36
GarageQual
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
6
(<1%)
5
(<1%)
TOP CATEGORIES
SalePrice
(avg)
0.7
1,311
90%
1,295
89%
12.1
0.0
81
6%
76
5%
11.5
0.5
48
3%
76
5%
11.7
0.9
14
<1%
10
<1%
12.2
1.0
3
<1%
0
0%
12.2
0.3
3
<1%
2
<1%
11.5
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageQual
PROVIDES INFORMATION ON...
GarageCond
0.71
GarageType
0.22
GarageCars
0.21
GarageFinish
0.20
PavedDrive
0.14
Condition2
0.14
CentralAir
0.13
Heating
0.11
PoolArea
0.09
KitchenAbvGr
0.08
PoolQC
0.07
Electrical
0.07
MSSubClass
0.05
Foundation
0.05

THESE FEATURES
GIVE INFORMATION
ON GarageQual:
GarageCond
0.65
GarageType
0.56
GarageFinish
0.55
GarageCars
0.53
Neighborhood
0.25
MSSubClass
0.25
OverallQual
0.14
Foundation
0.12
PavedDrive
0.11
KitchenQual
0.10
Exterior1st
0.09
BsmtQual
0.09
Cluster
0.09
Exterior2nd
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageQual
CORRELATION RATIO WITH...
GarageArea
0.56
GarageYrBlt
0.46
PC1
0.42
YearBuilt
0.40
SalePrice
0.38
PC4
0.33
PC3
0.27
PC2
0.26
Spaciousness
0.23
LowQualFinSF
0.23
Centroide6
0.21
BT_2fmCon
0.20
YearRemodAdd
0.20
1stFlrSF
0.19
37
GarageCond
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
6
(<1%)
6
(<1%)
TOP CATEGORIES
SalePrice
(avg)
0.7
1,326
91%
1,330
91%
12.1
0.0
81
6%
76
5%
11.5
0.5
35
2%
39
3%
11.6
0.9
9
<1%
6
<1%
12.1
0.3
7
<1%
7
<1%
11.6
1.0
2
<1%
1
<1%
11.7
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageCond
PROVIDES INFORMATION ON...
GarageQual
0.65
GarageType
0.22
GarageCars
0.20
GarageFinish
0.19
PavedDrive
0.16
CentralAir
0.15
Heating
0.14
PoolArea
0.10
KitchenAbvGr
0.08
PoolQC
0.07
Electrical
0.07
BsmtCond
0.05
ExterQual
0.05
MSSubClass
0.05

THESE FEATURES
GIVE INFORMATION
ON GarageCond:
GarageQual
0.71
GarageType
0.61
GarageFinish
0.59
GarageCars
0.56
Neighborhood
0.24
MSSubClass
0.24
OverallQual
0.15
PavedDrive
0.13
KitchenQual
0.11
ExterQual
0.10
Exterior1st
0.10
BsmtQual
0.09
CentralAir
0.09
Foundation
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCond
CORRELATION RATIO WITH...
GarageArea
0.55
GarageYrBlt
0.42
PC1
0.42
SalePrice
0.38
YearBuilt
0.37
PC4
0.34
PC3
0.26
Spaciousness
0.22
Centroide6
0.22
PC2
0.22
YearRemodAdd
0.21
TotalBsmtSF
0.20
1stFlrSF
0.19
MedNhbdArea
0.19
38
PavedDrive
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
3
(<1%)
3
(<1%)
TOP CATEGORIES
SalePrice
(avg)
1.0
1,340
92%
1,301
89%
12.1
0.0
90
6%
126
9%
11.6
0.5
30
2%
32
2%
11.8
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
PavedDrive
PROVIDES INFORMATION ON...
CentralAir
0.13
GarageCond
0.13
GarageQual
0.11
Heating
0.08
Alley
0.07
Electrical
0.06
GarageType
0.06
MSZoning
0.05
KitchenAbvGr
0.05
Condition2
0.05
GarageFinish
0.04
BsmtCond
0.04
MSSubClass
0.04
GarageCars
0.04

THESE FEATURES
GIVE INFORMATION
ON PavedDrive:
Neighborhood
0.30
MSSubClass
0.26
GarageType
0.20
GarageFinish
0.16
GarageCond
0.16
GarageQual
0.14
GarageCars
0.14
BsmtFinType1
0.13
Foundation
0.13
BsmtQual
0.12
Exterior1st
0.12
MSZoning
0.11
Exterior2nd
0.11
ExterQual
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PavedDrive
CORRELATION RATIO WITH...
YearBuilt
0.43
GarageYrBlt
0.39
PC1
0.33
SalePrice
0.31
PC2
0.29
GarageArea
0.29
BT_2fmCon
0.22
TotalBsmtSF
0.21
EnclosedPorch
0.20
YearRemodAdd
0.19
BsmtFinSF1
0.19
Centroide3
0.18
1stFlrSF
0.16
Centroide6
0.16
39
PoolQC
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
4
(<1%)
3
(<1%)
TOP CATEGORIES
SalePrice
(avg)
0.0
1,453
>99%
1,456
>99%
12.0
0.9
3
<1%
1
<1%
12.2
1.0
2
<1%
2
<1%
12.9
0.5
2
<1%
0
0%
12.3
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
PoolQC
PROVIDES INFORMATION ON...
PoolArea
0.90
RoofMatl
0.06
MiscFeature
0.03
Fence
0.01
BsmtFinType2
0.01
SaleCondition
0.01
FireplaceQu
0.01
Fireplaces
0.01
Condition1
0.01
GarageCond
0.01
Exterior2nd
0.01
BsmtFullBath
0.01
Cluster
0.01
BsmtHalfBath
0.01

THESE FEATURES
GIVE INFORMATION
ON PoolQC:
PoolArea
1.00
Exterior2nd
0.34
Neighborhood
0.33
Cluster
0.32
Exterior1st
0.29
FireplaceQu
0.26
Fence
0.25
MSSubClass
0.23
OverallQual
0.23
RoofMatl
0.19
SaleCondition
0.19
BsmtFinType2
0.19
Fireplaces
0.18
BedroomAbvGr
0.16

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PoolQC
CORRELATION RATIO WITH...
LotFrontage
0.22
GrLivArea
0.21
Centroide8
0.21
Centroide1
0.20
Centroide7
0.20
Centroide9
0.19
Centroide0
0.19
BsmtFinSF1
0.19
TotalBsmtSF
0.18
Spaciousness
0.18
Centroide4
0.18
PC2
0.17
1stFlrSF
0.17
BT_1Fam
0.16
40
Fence
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
5
(<1%)
5
(<1%)
TOP CATEGORIES
SalePrice
(avg)
0.0
1,179
81%
1,169
80%
12.1
0.8
157
11%
172
12%
11.9
1.0
59
4%
59
4%
12.1
0.6
54
4%
58
4%
11.8
0.4
11
<1%
1
<1%
11.8
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fence
PROVIDES INFORMATION ON...
PoolArea
0.30
PoolQC
0.25
Condition2
0.07
ExterQual
0.06
MiscFeature
0.05
SaleType
0.04
Foundation
0.04
BsmtQual
0.04
FullBath
0.04
RoofMatl
0.04
SaleCondition
0.04
Street
0.03
Functional
0.03
Neighborhood
0.03

THESE FEATURES
GIVE INFORMATION
ON Fence:
Neighborhood
0.13
MSSubClass
0.08
OverallQual
0.08
ExterQual
0.07
BsmtQual
0.07
Exterior1st
0.07
Foundation
0.07
Exterior2nd
0.07
Cluster
0.05
OverallCond
0.05
FullBath
0.05
GarageCars
0.05
BsmtFinType1
0.05
HouseStyle
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fence
CORRELATION RATIO WITH...
YearBuilt
0.23
GarageYrBlt
0.23
PC1
0.21
MedNhbdArea
0.21
SalePrice
0.21
YearRemodAdd
0.18
Centroide7
0.18
GarageArea
0.16
BsmtUnfSF
0.16
GrLivArea
0.15
Centroide6
0.14
Spaciousness
0.14
Centroide1
0.13
MampQual
0.12
41
LotArea
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
1,073
(73%)
1,106
(76%)
ZEROES:
---
---
MAX
215k
57k
95%
17k
17k
Q3
12k
12k
AVG
11k
10k
MEDIAN
9k
9k
Q1
8k
7k
5%
3k
3k
MIN
1k
1k
RANGE
214k
55,130
IQR
4,048
4,126
STD
9,981
4,956
VAR
99.6M
24.6M
KURT.
203
20.7
SKEW
12.2
3.12
SUM
15.4M
14.3M
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Centroide2
-0.92
Centroide8
0.67
Centroide7
0.64
Centroide1
0.63
Centroide0
0.60
LotFrontage
0.56
Centroide4
0.49
Centroide5
0.41
1stFlrSF
0.30
Centroide3
0.29
BT_1Fam
0.28
GrLivArea
0.26
TotalBsmtSF
0.26
SalePrice
0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cluster
0.91
LandSlope
0.55
Neighborhood
0.42
LandContour
0.38
LotShape
0.37
BsmtFullBath
0.33
Fireplaces
0.31
BsmtExposure
0.28
MSSubClass
0.26
BldgType
0.24
RoofMatl
0.23
MSZoning
0.21
Street
0.20
Exterior2nd
0.19
MOST FREQUENT VALUES
7200.0
25
1.7%
18
1.2%
9600.0
24
1.6%
20
1.4%
6000.0
17
1.2%
17
1.2%
9000.0
14
1.0%
15
1.0%
8400.0
14
1.0%
7
0.5%
10800.0
14
1.0%
11
0.8%
1680.0
10
0.7%
8
0.5%
7500.0
9
0.6%
12
0.8%
9100.0
8
0.5%
4
0.3%
8125.0
8
0.5%
4
0.3%
6120.0
8
0.5%
9
0.6%
6240.0
8
0.5%
10
0.7%
3182.0
7
0.5%
1
<0.1%
7800.0
6
0.4%
2
0.1%
8450.0
6
0.4%
3
0.2%
SMALLEST VALUES
1300.0
1
<0.1%
0
0.0%
1477.0
1
<0.1%
1
<0.1%
1491.0
1
<0.1%
0
0.0%
1526.0
1
<0.1%
1
<0.1%
1533.0
2
0.1%
2
0.1%
1596.0
1
<0.1%
1
<0.1%
1680.0
10
0.7%
8
0.5%
1869.0
1
<0.1%
0
0.0%
1890.0
2
0.1%
4
0.3%
1920.0
1
<0.1%
0
0.0%
1936.0
1
<0.1%
1
<0.1%
1950.0
1
<0.1%
0
0.0%
1953.0
1
<0.1%
0
0.0%
1974.0
1
<0.1%
1
<0.1%
2001.0
1
<0.1%
0
0.0%
LARGEST VALUES
215245.0
1
<0.1%
0
0.0%
164660.0
1
<0.1%
0
0.0%
159000.0
1
<0.1%
0
0.0%
115149.0
1
<0.1%
0
0.0%
70761.0
1
<0.1%
0
0.0%
63887.0
1
<0.1%
0
0.0%
57200.0
1
<0.1%
0
0.0%
53504.0
1
<0.1%
0
0.0%
53227.0
1
<0.1%
0
0.0%
53107.0
1
<0.1%
0
0.0%
50271.0
1
<0.1%
0
0.0%
46589.0
1
<0.1%
0
0.0%
45600.0
1
<0.1%
0
0.0%
40094.0
1
<0.1%
0
0.0%
39104.0
1
<0.1%
0
0.0%
42
1stFlrSF
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
753
(52%)
789
(54%)
ZEROES:
---
---
MAX
4,692
5,095
95%
1,831
1,829
Q3
1,391
1,382
AVG
1,163
1,157
MEDIAN
1,087
1,079
Q1
882
874
5%
673
630
MIN
334
407
RANGE
4,358
4,688
IQR
509
509
STD
387
398
VAR
149k
159k
KURT.
5.75
8.05
SKEW
1.38
1.56
SUM
1.7M
1.7M
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotalBsmtSF
0.82
Centroide8
0.81
Centroide6
-0.77
PC1
0.73
Centroide7
0.65
Centroide3
-0.64
SalePrice
0.60
Spaciousness
0.58
GrLivArea
0.57
Centroide0
0.55
GarageArea
0.49
BsmtFinSF1
0.45
LotFrontage
0.43
TotRmsAbvGrd
0.41

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cluster
0.91
OverallQual
0.53
Neighborhood
0.51
MSSubClass
0.49
GarageCars
0.47
Fireplaces
0.42
ExterQual
0.42
FireplaceQu
0.42
KitchenQual
0.41
BsmtQual
0.41
FullBath
0.39
HouseStyle
0.39
GarageType
0.39
MasVnrType
0.36
MOST FREQUENT VALUES
864.0
25
1.7%
21
1.4%
1040.0
16
1.1%
12
0.8%
912.0
14
1.0%
5
0.3%
894.0
12
0.8%
5
0.3%
848.0
12
0.8%
6
0.4%
672.0
11
0.8%
6
0.4%
630.0
9
0.6%
3
0.2%
816.0
9
0.6%
9
0.6%
483.0
7
0.5%
6
0.4%
960.0
7
0.5%
11
0.8%
936.0
7
0.5%
10
0.7%
832.0
7
0.5%
6
0.4%
840.0
6
0.4%
6
0.4%
1056.0
6
0.4%
1
<0.1%
764.0
6
0.4%
2
0.1%
SMALLEST VALUES
334.0
1
<0.1%
0
0.0%
372.0
1
<0.1%
0
0.0%
438.0
1
<0.1%
0
0.0%
480.0
1
<0.1%
0
0.0%
483.0
7
0.5%
6
0.4%
495.0
1
<0.1%
0
0.0%
520.0
5
0.3%
1
<0.1%
525.0
1
<0.1%
4
0.3%
526.0
1
<0.1%
2
0.1%
536.0
1
<0.1%
0
0.0%
546.0
3
0.2%
12
0.8%
551.0
1
<0.1%
0
0.0%
561.0
1
<0.1%
2
0.1%
572.0
2
0.1%
1
<0.1%
575.0
1
<0.1%
0
0.0%
LARGEST VALUES
4692.0
1
<0.1%
0
0.0%
3228.0
1
<0.1%
0
0.0%
3138.0
1
<0.1%
0
0.0%
2898.0
1
<0.1%
0
0.0%
2633.0
1
<0.1%
0
0.0%
2524.0
1
<0.1%
0
0.0%
2515.0
1
<0.1%
0
0.0%
2444.0
1
<0.1%
0
0.0%
2411.0
1
<0.1%
0
0.0%
2402.0
1
<0.1%
0
0.0%
2392.0
1
<0.1%
0
0.0%
2364.0
1
<0.1%
0
0.0%
2259.0
1
<0.1%
0
0.0%
2234.0
1
<0.1%
1
<0.1%
2223.0
1
<0.1%
0
0.0%
43
2ndFlrSF
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
417
(29%)
407
(28%)
ZEROES:
829
(57%)
839
(58%)
MAX
2,065
1,862
95%
1,141
1,117
Q3
728
676
AVG
347
326
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
2,065
1,862
IQR
728
676
STD
437
421
VAR
191k
177k
KURT.
-0.553
-0.275
SKEW
0.813
0.913
SUM
507k
476k
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.69
Centroide5
-0.63
TotRmsAbvGrd
0.62
PC3
-0.57
Centroide1
0.56
Centroide4
0.52
BT_1Fam
0.48
PC2
0.46
Centroide0
-0.46
PC4
-0.44
Centroide7
0.43
Spaciousness
0.34
MedNhbdArea
0.33
Centroide6
-0.32

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cluster
0.95
HouseStyle
0.92
MSSubClass
0.90
HalfBath
0.62
BedroomAbvGr
0.55
Neighborhood
0.45
FullBath
0.44
GarageType
0.38
OverallQual
0.34
FireplaceQu
0.26
Foundation
0.26
BsmtFinType1
0.23
Fireplaces
0.21
ExterQual
0.19
MOST FREQUENT VALUES
0.0
829
56.8%
839
57.5%
728.0
10
0.7%
8
0.5%
504.0
9
0.6%
8
0.5%
546.0
8
0.5%
15
1.0%
672.0
8
0.5%
5
0.3%
600.0
7
0.5%
6
0.4%
720.0
7
0.5%
6
0.4%
896.0
6
0.4%
5
0.3%
862.0
5
0.3%
3
0.2%
780.0
5
0.3%
4
0.3%
689.0
5
0.3%
1
<0.1%
840.0
5
0.3%
2
0.1%
756.0
5
0.3%
4
0.3%
739.0
4
0.3%
2
0.1%
551.0
4
0.3%
0
0.0%
SMALLEST VALUES
0.0
829
56.8%
839
57.5%
110.0
1
<0.1%
0
0.0%
167.0
1
<0.1%
0
0.0%
192.0
1
<0.1%
0
0.0%
208.0
1
<0.1%
1
<0.1%
213.0
1
<0.1%
0
0.0%
220.0
1
<0.1%
0
0.0%
224.0
1
<0.1%
0
0.0%
240.0
2
0.1%
1
<0.1%
252.0
2
0.1%
0
0.0%
272.0
1
<0.1%
1
<0.1%
299.0
1
<0.1%
0
0.0%
304.0
1
<0.1%
0
0.0%
316.0
1
<0.1%
0
0.0%
319.0
1
<0.1%
1
<0.1%
LARGEST VALUES
2065.0
1
<0.1%
0
0.0%
1872.0
1
<0.1%
0
0.0%
1818.0
1
<0.1%
0
0.0%
1796.0
1
<0.1%
0
0.0%
1611.0
1
<0.1%
0
0.0%
1589.0
1
<0.1%
0
0.0%
1540.0
1
<0.1%
0
0.0%
1538.0
1
<0.1%
0
0.0%
1523.0
1
<0.1%
0
0.0%
1519.0
1
<0.1%
0
0.0%
1518.0
1
<0.1%
0
0.0%
1479.0
1
<0.1%
0
0.0%
1440.0
1
<0.1%
0
0.0%
1427.0
1
<0.1%
0
0.0%
1426.0
1
<0.1%
0
0.0%
44
LowQualFinSF
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
24
(2%)
15
(1%)
ZEROES:
1,434
(98%)
1,445
(>99%)
MAX
572
1,064
95%
0
0
Q3
0
0
AVG
6
4
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
572
1,064
IQR
0.00
0.00
STD
48.6
44.0
VAR
2,364
1,940
KURT.
83.2
309
SKEW
9.01
16.2
SUM
8,533
5,170
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
PC2
0.25
YearBuilt
-0.18
GrLivArea
0.13
TotRmsAbvGrd
0.13
GarageYrBlt
-0.11
BT_2fmCon
0.10
BT_1Fam
0.09
MasVnrArea
-0.07
GarageArea
-0.07
Centroide4
0.07
BsmtFinSF1
-0.06
Centroide1
0.06
2ndFlrSF
0.06
MampQual
-0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
0.61
MSSubClass
0.39
Neighborhood
0.32
BedroomAbvGr
0.31
GarageQual
0.23
PoolArea
0.21
GarageType
0.19
GarageCond
0.17
GarageFinish
0.16
GarageCars
0.15
PoolQC
0.15
OverallCond
0.14
ExterQual
0.14
Condition2
0.14
MOST FREQUENT VALUES
0.0
1,434
98.2%
1,445
99.0%
80.0
3
0.2%
1
<0.1%
360.0
2
0.1%
0
0.0%
205.0
1
<0.1%
1
<0.1%
479.0
1
<0.1%
0
0.0%
397.0
1
<0.1%
0
0.0%
514.0
1
<0.1%
0
0.0%
120.0
1
<0.1%
0
0.0%
481.0
1
<0.1%
0
0.0%
232.0
1
<0.1%
0
0.0%
53.0
1
<0.1%
0
0.0%
515.0
1
<0.1%
0
0.0%
156.0
1
<0.1%
0
0.0%
473.0
1
<0.1%
0
0.0%
420.0
1
<0.1%
0
0.0%
SMALLEST VALUES
0.0
1,434
98.2%
1,445
99.0%
53.0
1
<0.1%
0
0.0%
80.0
3
0.2%
1
<0.1%
120.0
1
<0.1%
0
0.0%
144.0
1
<0.1%
0
0.0%
156.0
1
<0.1%
0
0.0%
205.0
1
<0.1%
1
<0.1%
232.0
1
<0.1%
0
0.0%
234.0
1
<0.1%
0
0.0%
360.0
2
0.1%
0
0.0%
371.0
1
<0.1%
0
0.0%
384.0
1
<0.1%
0
0.0%
390.0
1
<0.1%
0
0.0%
392.0
1
<0.1%
0
0.0%
397.0
1
<0.1%
0
0.0%
LARGEST VALUES
572.0
1
<0.1%
0
0.0%
528.0
1
<0.1%
0
0.0%
515.0
1
<0.1%
0
0.0%
514.0
1
<0.1%
0
0.0%
513.0
1
<0.1%
0
0.0%
481.0
1
<0.1%
0
0.0%
479.0
1
<0.1%
0
0.0%
473.0
1
<0.1%
0
0.0%
420.0
1
<0.1%
0
0.0%
397.0
1
<0.1%
0
0.0%
392.0
1
<0.1%
0
0.0%
390.0
1
<0.1%
0
0.0%
384.0
1
<0.1%
0
0.0%
371.0
1
<0.1%
0
0.0%
360.0
2
0.1%
0
0.0%
45
GrLivArea
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
861
(59%)
879
(60%)
ZEROES:
---
---
MAX
5,642
5,095
95%
2,466
2,461
Q3
1,777
1,721
AVG
1,515
1,486
MEDIAN
1,464
1,432
Q1
1,130
1,118
5%
848
864
MIN
334
407
RANGE
5,308
4,688
IQR
647
604
STD
525
486
VAR
276k
236k
KURT.
4.90
2.92
SKEW
1.37
1.13
SUM
2.2M
2.2M
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Centroide7
0.84
Centroide6
-0.84
TotRmsAbvGrd
0.83
Spaciousness
0.71
PC1
0.70
SalePrice
0.70
BT_1Fam
0.70
Centroide1
0.70
2ndFlrSF
0.69
PC2
0.59
1stFlrSF
0.57
Centroide5
-0.52
MedNhbdArea
0.51
Centroide8
0.48

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cluster
0.93
FullBath
0.65
OverallQual
0.61
MSSubClass
0.61
BedroomAbvGr
0.57
HouseStyle
0.56
Neighborhood
0.52
GarageCars
0.50
FireplaceQu
0.49
Fireplaces
0.47
ExterQual
0.44
KitchenQual
0.43
HalfBath
0.42
BsmtQual
0.39
MOST FREQUENT VALUES
864.0
22
1.5%
19
1.3%
1040.0
14
1.0%
11
0.8%
894.0
11
0.8%
4
0.3%
1456.0
10
0.7%
10
0.7%
848.0
10
0.7%
3
0.2%
1200.0
9
0.6%
9
0.6%
912.0
9
0.6%
5
0.3%
816.0
8
0.5%
6
0.4%
1092.0
8
0.5%
18
1.2%
1728.0
7
0.5%
6
0.4%
1344.0
7
0.5%
4
0.3%
987.0
7
0.5%
5
0.3%
1768.0
6
0.4%
1
<0.1%
1224.0
6
0.4%
4
0.3%
1484.0
6
0.4%
1
<0.1%
SMALLEST VALUES
334.0
1
<0.1%
0
0.0%
438.0
1
<0.1%
0
0.0%
480.0
1
<0.1%
0
0.0%
520.0
1
<0.1%
0
0.0%
605.0
1
<0.1%
0
0.0%
616.0
1
<0.1%
0
0.0%
630.0
6
0.4%
1
<0.1%
672.0
2
0.1%
3
0.2%
691.0
1
<0.1%
0
0.0%
693.0
1
<0.1%
0
0.0%
694.0
1
<0.1%
0
0.0%
698.0
1
<0.1%
0
0.0%
708.0
1
<0.1%
0
0.0%
720.0
3
0.2%
1
<0.1%
729.0
1
<0.1%
1
<0.1%
LARGEST VALUES
5642.0
1
<0.1%
0
0.0%
4676.0
1
<0.1%
0
0.0%
4476.0
1
<0.1%
0
0.0%
4316.0
1
<0.1%
0
0.0%
3627.0
1
<0.1%
0
0.0%
3608.0
1
<0.1%
0
0.0%
3493.0
1
<0.1%
0
0.0%
3447.0
1
<0.1%
0
0.0%
3395.0
1
<0.1%
0
0.0%
3279.0
1
<0.1%
0
0.0%
3238.0
1
<0.1%
0
0.0%
3228.0
1
<0.1%
0
0.0%
3222.0
1
<0.1%
0
0.0%
3194.0
1
<0.1%
0
0.0%
3140.0
1
<0.1%
0
0.0%
46
WoodDeckSF
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
274
(19%)
263
(18%)
ZEROES:
761
(52%)
762
(52%)
MAX
857
1,424
95%
335
319
Q3
168
168
AVG
94
93
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
857
1,424
IQR
168
168
STD
125
128
VAR
15,710
16,319
KURT.
2.99
10.2
SKEW
1.54
2.13
SUM
138k
136k
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotalOutSideSF
0.74
SalePrice
0.33
PC1
0.31
Centroide6
-0.28
Centroide7
0.26
Spaciousness
0.25
GrLivArea
0.25
Centroide8
0.24
GarageYrBlt
0.24
1stFlrSF
0.24
TotalBsmtSF
0.23
MedNhbdArea
0.23
YearBuilt
0.22
GarageArea
0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PorchTypes
0.35
Neighborhood
0.34
Cluster
0.31
BsmtQual
0.27
GarageType
0.27
OverallQual
0.26
GarageFinish
0.26
BsmtExposure
0.25
MSSubClass
0.25
FireplaceQu
0.24
GarageCars
0.23
Fireplaces
0.23
KitchenQual
0.22
FullBath
0.22
MOST FREQUENT VALUES
0.0
761
52.1%
762
52.2%
192.0
38
2.6%
32
2.2%
100.0
36
2.5%
38
2.6%
144.0
33
2.3%
28
1.9%
120.0
31
2.1%
22
1.5%
168.0
28
1.9%
28
1.9%
140.0
15
1.0%
14
1.0%
224.0
14
1.0%
5
0.3%
208.0
10
0.7%
5
0.3%
240.0
10
0.7%
10
0.7%
216.0
9
0.6%
4
0.3%
180.0
8
0.5%
3
0.2%
160.0
8
0.5%
9
0.6%
264.0
6
0.4%
3
0.2%
96.0
6
0.4%
2
0.1%
SMALLEST VALUES
0.0
761
52.1%
762
52.2%
12.0
2
0.1%
0
0.0%
24.0
2
0.1%
3
0.2%
26.0
2
0.1%
0
0.0%
28.0
2
0.1%
1
<0.1%
30.0
1
<0.1%
1
<0.1%
32.0
1
<0.1%
3
0.2%
33.0
1
<0.1%
0
0.0%
35.0
1
<0.1%
0
0.0%
36.0
4
0.3%
4
0.3%
38.0
2
0.1%
1
<0.1%
40.0
3
0.2%
3
0.2%
42.0
1
<0.1%
3
0.2%
44.0
1
<0.1%
0
0.0%
45.0
1
<0.1%
0
0.0%
LARGEST VALUES
857.0
1
<0.1%
0
0.0%
736.0
1
<0.1%
0
0.0%
728.0
1
<0.1%
0
0.0%
670.0
1
<0.1%
0
0.0%
668.0
1
<0.1%
0
0.0%
635.0
1
<0.1%
0
0.0%
586.0
1
<0.1%
0
0.0%
576.0
1
<0.1%
0
0.0%
574.0
1
<0.1%
0
0.0%
550.0
1
<0.1%
0
0.0%
536.0
1
<0.1%
0
0.0%
519.0
1
<0.1%
0
0.0%
517.0
1
<0.1%
0
0.0%
511.0
1
<0.1%
0
0.0%
509.0
1
<0.1%
0
0.0%
47
OpenPorchSF
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
202
(14%)
203
(14%)
ZEROES:
656
(45%)
642
(44%)
MAX
547
742
95%
175
189
Q3
68
72
AVG
47
48
MEDIAN
25
28
Q1
0
0
5%
0
0
MIN
0
0
RANGE
547
742
IQR
68.0
72.0
STD
66.3
68.9
VAR
4,390
4,745
KURT.
8.49
13.0
SKEW
2.36
2.69
SUM
68,124
70,490
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotalOutSideSF
0.46
PC1
0.33
GrLivArea
0.33
Centroide6
-0.33
SalePrice
0.32
Centroide7
0.29
BT_1Fam
0.28
Spaciousness
0.27
TotalBsmtSF
0.25
GarageArea
0.24
TotRmsAbvGrd
0.23
YearRemodAdd
0.23
Centroide1
0.22
1stFlrSF
0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cluster
0.33
OverallQual
0.33
MSSubClass
0.33
PorchTypes
0.32
Neighborhood
0.31
ExterQual
0.29
BsmtQual
0.28
KitchenQual
0.26
FullBath
0.26
GarageCars
0.25
HouseStyle
0.25
Foundation
0.24
GarageFinish
0.23
Exterior2nd
0.22
MOST FREQUENT VALUES
0.0
656
44.9%
642
44.0%
36.0
29
2.0%
23
1.6%
48.0
22
1.5%
29
2.0%
20.0
21
1.4%
12
0.8%
40.0
19
1.3%
25
1.7%
45.0
19
1.3%
9
0.6%
24.0
16
1.1%
20
1.4%
30.0
16
1.1%
15
1.0%
60.0
15
1.0%
14
1.0%
39.0
14
1.0%
11
0.8%
28.0
14
1.0%
21
1.4%
54.0
13
0.9%
5
0.3%
50.0
13
0.9%
16
1.1%
44.0
13
0.9%
7
0.5%
72.0
12
0.8%
10
0.7%
SMALLEST VALUES
0.0
656
44.9%
642
44.0%
4.0
1
<0.1%
0
0.0%
8.0
1
<0.1%
0
0.0%
10.0
1
<0.1%
1
<0.1%
11.0
1
<0.1%
2
0.1%
12.0
3
0.2%
2
0.1%
15.0
1
<0.1%
1
<0.1%
16.0
8
0.5%
7
0.5%
17.0
2
0.1%
0
0.0%
18.0
5
0.3%
2
0.1%
20.0
21
1.4%
12
0.8%
21.0
5
0.3%
8
0.5%
22.0
6
0.4%
3
0.2%
23.0
2
0.1%
3
0.2%
24.0
16
1.1%
20
1.4%
LARGEST VALUES
547.0
1
<0.1%
0
0.0%
523.0
1
<0.1%
0
0.0%
502.0
1
<0.1%
0
0.0%
418.0
1
<0.1%
0
0.0%
406.0
1
<0.1%
0
0.0%
364.0
1
<0.1%
0
0.0%
341.0
1
<0.1%
1
<0.1%
319.0
1
<0.1%
0
0.0%
312.0
2
0.1%
2
0.1%
304.0
1
<0.1%
1
<0.1%
292.0
1
<0.1%
0
0.0%
291.0
1
<0.1%
0
0.0%
288.0
1
<0.1%
0
0.0%
287.0
1
<0.1%
0
0.0%
285.0
1
<0.1%
0
0.0%
48
EnclosedPorch
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
120
(8%)
131
(9%)
ZEROES:
1,252
(86%)
1,208
(83%)
MAX
552
1,012
95%
180
169
Q3
0
0
AVG
22
24
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
552
1,012
IQR
0.00
0.00
STD
61.1
67.2
VAR
3,736
4,520
KURT.
10.4
40.1
SKEW
3.09
4.67
SUM
32,053
35,371
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
-0.39
PC2
0.32
GarageYrBlt
-0.31
TotalOutSideSF
0.21
YearRemodAdd
-0.19
PC1
-0.19
SalePrice
-0.15
PC4
0.14
WoodDeckSF
-0.13
GarageArea
-0.12
MasVnrArea
-0.11
MampQual
-0.11
BsmtFinSF1
-0.10
TotalBsmtSF
-0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.39
MSSubClass
0.37
Exterior1st
0.32
Exterior2nd
0.32
Foundation
0.31
BsmtQual
0.25
HouseStyle
0.23
MSZoning
0.23
PoolArea
0.23
PavedDrive
0.20
GarageType
0.20
OverallCond
0.20
GarageFinish
0.19
GarageCars
0.19
MOST FREQUENT VALUES
0.0
1,252
85.8%
1,208
82.8%
112.0
15
1.0%
7
0.5%
96.0
6
0.4%
7
0.5%
192.0
5
0.3%
5
0.3%
144.0
5
0.3%
6
0.4%
120.0
5
0.3%
4
0.3%
216.0
5
0.3%
1
<0.1%
156.0
4
0.3%
1
<0.1%
116.0
4
0.3%
4
0.3%
252.0
4
0.3%
0
0.0%
184.0
3
0.2%
0
0.0%
126.0
3
0.2%
2
0.1%
150.0
3
0.2%
4
0.3%
164.0
3
0.2%
2
0.1%
128.0
3
0.2%
4
0.3%
SMALLEST VALUES
0.0
1,252
85.8%
1,208
82.8%
19.0
1
<0.1%
0
0.0%
20.0
1
<0.1%
1
<0.1%
24.0
1
<0.1%
1
<0.1%
30.0
1
<0.1%
2
0.1%
32.0
2
0.1%
2
0.1%
34.0
2
0.1%
1
<0.1%
36.0
2
0.1%
3
0.2%
37.0
1
<0.1%
0
0.0%
39.0
2
0.1%
0
0.0%
40.0
3
0.2%
5
0.3%
42.0
1
<0.1%
3
0.2%
44.0
1
<0.1%
0
0.0%
48.0
1
<0.1%
2
0.1%
50.0
1
<0.1%
0
0.0%
LARGEST VALUES
552.0
1
<0.1%
0
0.0%
386.0
1
<0.1%
0
0.0%
330.0
1
<0.1%
0
0.0%
318.0
1
<0.1%
0
0.0%
301.0
1
<0.1%
0
0.0%
294.0
1
<0.1%
0
0.0%
293.0
1
<0.1%
0
0.0%
291.0
1
<0.1%
0
0.0%
286.0
1
<0.1%
0
0.0%
280.0
1
<0.1%
3
0.2%
275.0
1
<0.1%
0
0.0%
272.0
1
<0.1%
0
0.0%
268.0
1
<0.1%
0
0.0%
264.0
2
0.1%
1
<0.1%
259.0
1
<0.1%
0
0.0%
49
3SsnPorch
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
20
(1%)
13
(<1%)
ZEROES:
1,436
(98%)
1,446
(>99%)
MAX
508
360
95%
0
0
Q3
0
0
AVG
3
2
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
508
360
IQR
0.00
0.00
STD
29.3
20.2
VAR
860
408
KURT.
124
170
SKEW
10.3
12.5
SUM
4,978
2,618
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotalOutSideSF
0.13
Centroide9
-0.07
LotFrontage
0.07
Centroide3
-0.06
Centroide4
-0.06
1stFlrSF
0.06
SalePrice
0.05
Spaciousness
0.05
Id
-0.05
YearRemodAdd
0.05
Centroide6
-0.04
PC1
0.04
Centroide2
-0.04
TotalBsmtSF
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition1
0.18
Foundation
0.16
RoofMatl
0.11
Neighborhood
0.11
GarageFinish
0.09
Cluster
0.09
Exterior1st
0.09
Exterior2nd
0.09
GarageType
0.08
BsmtFinType1
0.08
GarageCars
0.07
LotConfig
0.07
MSSubClass
0.07
OverallQual
0.07
MOST FREQUENT VALUES
0.0
1,436
98.4%
1,446
99.1%
168.0
3
0.2%
0
0.0%
144.0
2
0.1%
0
0.0%
180.0
2
0.1%
0
0.0%
216.0
2
0.1%
0
0.0%
290.0
1
<0.1%
0
0.0%
153.0
1
<0.1%
2
0.1%
96.0
1
<0.1%
0
0.0%
23.0
1
<0.1%
0
0.0%
162.0
1
<0.1%
0
0.0%
182.0
1
<0.1%
0
0.0%
196.0
1
<0.1%
0
0.0%
320.0
1
<0.1%
0
0.0%
245.0
1
<0.1%
0
0.0%
238.0
1
<0.1%
0
0.0%
SMALLEST VALUES
0.0
1,436
98.4%
1,446
99.1%
23.0
1
<0.1%
0
0.0%
96.0
1
<0.1%
0
0.0%
130.0
1
<0.1%
0
0.0%
140.0
1
<0.1%
0
0.0%
144.0
2
0.1%
0
0.0%
153.0
1
<0.1%
2
0.1%
162.0
1
<0.1%
0
0.0%
168.0
3
0.2%
0
0.0%
180.0
2
0.1%
0
0.0%
182.0
1
<0.1%
0
0.0%
196.0
1
<0.1%
0
0.0%
216.0
2
0.1%
0
0.0%
238.0
1
<0.1%
0
0.0%
245.0
1
<0.1%
0
0.0%
LARGEST VALUES
508.0
1
<0.1%
0
0.0%
407.0
1
<0.1%
0
0.0%
320.0
1
<0.1%
0
0.0%
304.0
1
<0.1%
0
0.0%
290.0
1
<0.1%
0
0.0%
245.0
1
<0.1%
0
0.0%
238.0
1
<0.1%
0
0.0%
216.0
2
0.1%
0
0.0%
196.0
1
<0.1%
0
0.0%
182.0
1
<0.1%
0
0.0%
180.0
2
0.1%
0
0.0%
168.0
3
0.2%
0
0.0%
162.0
1
<0.1%
0
0.0%
153.0
1
<0.1%
2
0.1%
144.0
2
0.1%
0
0.0%
50
ScreenPorch
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
76
(5%)
75
(5%)
ZEROES:
1,344
(92%)
1,319
(90%)
MAX
480
576
95%
160
162
Q3
0
0
AVG
15
17
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
480
576
IQR
0.00
0.00
STD
55.8
56.6
VAR
3,109
3,205
KURT.
18.4
17.2
SKEW
4.12
3.79
SUM
21,989
24,897
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotalOutSideSF
0.29
PC2
0.12
Centroide6
-0.12
SalePrice
0.12
Spaciousness
0.12
GrLivArea
0.10
BT_1Fam
0.10
Centroide9
-0.10
BsmtFinSF2
0.09
1stFlrSF
0.09
Centroide3
-0.09
TotalBsmtSF
0.08
EnclosedPorch
-0.08
Centroide5
-0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscFeature
0.20
PoolArea
0.20
Fireplaces
0.19
Neighborhood
0.17
Exterior2nd
0.16
FireplaceQu
0.16
Exterior1st
0.14
PoolQC
0.14
Cluster
0.13
PorchTypes
0.12
GarageQual
0.12
MSSubClass
0.12
RoofStyle
0.11
RoofMatl
0.11
MOST FREQUENT VALUES
0.0
1,344
92.1%
1,319
90.4%
192.0
6
0.4%
5
0.3%
120.0
5
0.3%
4
0.3%
224.0
5
0.3%
1
<0.1%
189.0
4
0.3%
0
0.0%
180.0
4
0.3%
3
0.2%
147.0
3
0.2%
0
0.0%
90.0
3
0.2%
0
0.0%
160.0
3
0.2%
3
0.2%
144.0
3
0.2%
10
0.7%
126.0
3
0.2%
1
<0.1%
168.0
3
0.2%
7
0.5%
198.0
2
0.1%
0
0.0%
259.0
2
0.1%
0
0.0%
288.0
2
0.1%
2
0.1%
SMALLEST VALUES
0.0
1,344
92.1%
1,319
90.4%
40.0
1
<0.1%
0
0.0%
53.0
1
<0.1%
0
0.0%
60.0
1
<0.1%
0
0.0%
63.0
1
<0.1%
0
0.0%
80.0
1
<0.1%
0
0.0%
90.0
3
0.2%
0
0.0%
95.0
1
<0.1%
1
<0.1%
99.0
1
<0.1%
0
0.0%
100.0
2
0.1%
3
0.2%
116.0
1
<0.1%
1
<0.1%
119.0
1
<0.1%
0
0.0%
120.0
5
0.3%
4
0.3%
122.0
1
<0.1%
0
0.0%
126.0
3
0.2%
1
<0.1%
LARGEST VALUES
480.0
1
<0.1%
0
0.0%
440.0
1
<0.1%
0
0.0%
410.0
1
<0.1%
0
0.0%
396.0
1
<0.1%
0
0.0%
385.0
1
<0.1%
0
0.0%
374.0
1
<0.1%
0
0.0%
322.0
1
<0.1%
1
<0.1%
312.0
1
<0.1%
0
0.0%
291.0
1
<0.1%
0
0.0%
288.0
2
0.1%
2
0.1%
287.0
1
<0.1%
0
0.0%
276.0
1
<0.1%
0
0.0%
273.0
1
<0.1%
0
0.0%
271.0
1
<0.1%
0
0.0%
266.0
1
<0.1%
1
<0.1%
51
PoolArea
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
8
(<1%)
7
(<1%)
TOP CATEGORIES
SalePrice
(avg)
0.0
1,453
>99%
1,453
>99%
12.0
512.0
1
<1%
0
0%
12.4
648.0
1
<1%
0
0%
12.1
576.0
1
<1%
0
0%
12.0
555.0
1
<1%
0
0%
13.5
480.0
1
<1%
0
0%
12.0
519.0
1
<1%
0
0%
12.4
738.0
1
<1%
0
0%
12.5
144.0
0
0%
1
<1%
368.0
0
0%
1
<1%
444.0
0
0%
1
<1%
228.0
0
0%
1
<1%
561.0
0
0%
1
<1%
800.0
0
0%
1
<1%
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
PoolArea
PROVIDES INFORMATION ON...
PoolQC
1.00
RoofMatl
0.08
MiscFeature
0.03
Fence
0.02
SaleCondition
0.01
Condition1
0.01
BsmtFinType2
0.01
RoofStyle
0.01
Fireplaces
0.01
BsmtHalfBath
0.01
FireplaceQu
0.01
GarageCond
0.01
FullBath
0.01
BsmtFullBath
0.01

THESE FEATURES
GIVE INFORMATION
ON PoolArea:
PoolQC
0.90
Cluster
0.39
Exterior2nd
0.38
Neighborhood
0.35
Exterior1st
0.34
FireplaceQu
0.31
Fence
0.30
MSSubClass
0.29
OverallQual
0.29
Fireplaces
0.24
RoofMatl
0.23
SaleCondition
0.23
BedroomAbvGr
0.20
HouseStyle
0.20

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PoolArea
CORRELATION RATIO WITH...
Centroide9
0.37
Centroide1
0.33
BsmtFinSF1
0.32
Centroide0
0.32
Centroide8
0.32
TotalBsmtSF
0.31
Centroide7
0.31
LotFrontage
0.30
Centroide4
0.28
GrLivArea
0.28
Centroide5
0.27
1stFlrSF
0.26
PC1
0.25
Spaciousness
0.24
52
BsmtFinSF1
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
637
(44%)
670
(46%)
ZEROES:
467
(32%)
462
(32%)
MAX
5,644
4,010
95%
1,274
1,290
Q3
712
752
AVG
444
439
MEDIAN
384
351
Q1
0
0
5%
0
0
MIN
0
0
RANGE
5,644
4,010
IQR
712
752
STD
456
455
VAR
208k
207k
KURT.
11.1
2.68
SKEW
1.69
1.17
SUM
648k
641k
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotalBsmtSF
0.52
BsmtUnfSF
-0.50
1stFlrSF
0.45
Centroide8
0.45
PC1
0.43
SalePrice
0.37
Centroide0
0.37
Spaciousness
0.34
Centroide6
-0.33
Centroide7
0.30
GarageArea
0.30
PC3
0.29
MampQual
0.28
MasVnrArea
0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
0.71
BsmtFullBath
0.65
Cluster
0.49
Neighborhood
0.40
BsmtExposure
0.39
BsmtQual
0.34
OverallQual
0.33
MSSubClass
0.32
PoolArea
0.32
RoofMatl
0.31
Fireplaces
0.30
GarageType
0.28
KitchenQual
0.27
MasVnrType
0.25
MOST FREQUENT VALUES
0.0
467
32.0%
462
31.7%
24.0
12
0.8%
15
1.0%
16.0
9
0.6%
5
0.3%
686.0
5
0.3%
0
0.0%
662.0
5
0.3%
1
<0.1%
20.0
5
0.3%
3
0.2%
936.0
5
0.3%
2
0.1%
616.0
5
0.3%
0
0.0%
560.0
4
0.3%
2
0.1%
553.0
4
0.3%
2
0.1%
312.0
4
0.3%
2
0.1%
400.0
4
0.3%
1
<0.1%
641.0
4
0.3%
0
0.0%
384.0
4
0.3%
4
0.3%
360.0
4
0.3%
3
0.2%
SMALLEST VALUES
0.0
467
32.0%
462
31.7%
2.0
1
<0.1%
0
0.0%
16.0
9
0.6%
5
0.3%
20.0
5
0.3%
3
0.2%
24.0
12
0.8%
15
1.0%
25.0
1
<0.1%
0
0.0%
27.0
1
<0.1%
0
0.0%
28.0
3
0.2%
2
0.1%
33.0
1
<0.1%
0
0.0%
35.0
1
<0.1%
0
0.0%
36.0
1
<0.1%
3
0.2%
40.0
1
<0.1%
2
0.1%
41.0
1
<0.1%
0
0.0%
48.0
2
0.1%
2
0.1%
49.0
1
<0.1%
0
0.0%
LARGEST VALUES
5644.0
1
<0.1%
0
0.0%
2260.0
1
<0.1%
0
0.0%
2188.0
1
<0.1%
0
0.0%
2096.0
1
<0.1%
0
0.0%
1904.0
1
<0.1%
0
0.0%
1880.0
1
<0.1%
0
0.0%
1810.0
1
<0.1%
0
0.0%
1767.0
1
<0.1%
0
0.0%
1721.0
1
<0.1%
0
0.0%
1696.0
1
<0.1%
0
0.0%
1646.0
1
<0.1%
0
0.0%
1636.0
1
<0.1%
0
0.0%
1619.0
1
<0.1%
0
0.0%
1606.0
1
<0.1%
0
0.0%
1573.0
1
<0.1%
2
0.1%
53
BsmtFinSF2
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
144
(10%)
161
(11%)
ZEROES:
1,293
(89%)
1,279
(88%)
MAX
1,474
1,526
95%
396
448
Q3
0
0
AVG
47
53
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
1,474
1,526
IQR
0.00
0.00
STD
161
177
VAR
26,024
31,222
KURT.
20.1
17.7
SKEW
4.26
4.04
SUM
67,962
76,719
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtUnfSF
-0.21
PC3
0.14
Centroide0
0.13
Centroide8
0.12
LotArea
0.11
Centroide2
-0.11
TotalBsmtSF
0.10
2ndFlrSF
-0.10
1stFlrSF
0.10
TotalOutSideSF
0.10
ScreenPorch
0.09
Centroide5
0.08
MampQual
-0.07
MedNhbdArea
-0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType2
0.84
BsmtFinType1
0.37
Neighborhood
0.26
Exterior1st
0.21
Exterior2nd
0.19
RoofMatl
0.19
Foundation
0.19
RoofStyle
0.18
BsmtFullBath
0.17
Functional
0.15
MSSubClass
0.15
Cluster
0.15
OverallQual
0.14
SaleType
0.14
MOST FREQUENT VALUES
0.0
1,293
88.6%
1,279
87.7%
180.0
5
0.3%
0
0.0%
374.0
3
0.2%
0
0.0%
551.0
2
0.1%
0
0.0%
147.0
2
0.1%
1
<0.1%
294.0
2
0.1%
3
0.2%
391.0
2
0.1%
0
0.0%
539.0
2
0.1%
1
<0.1%
96.0
2
0.1%
0
0.0%
480.0
2
0.1%
0
0.0%
182.0
2
0.1%
0
0.0%
468.0
2
0.1%
0
0.0%
117.0
2
0.1%
0
0.0%
64.0
2
0.1%
0
0.0%
290.0
2
0.1%
0
0.0%
SMALLEST VALUES
0.0
1,293
88.6%
1,279
87.7%
28.0
1
<0.1%
0
0.0%
32.0
1
<0.1%
0
0.0%
35.0
1
<0.1%
0
0.0%
40.0
1
<0.1%
1
<0.1%
41.0
2
0.1%
0
0.0%
64.0
2
0.1%
0
0.0%
68.0
1
<0.1%
1
<0.1%
80.0
1
<0.1%
1
<0.1%
81.0
1
<0.1%
0
0.0%
93.0
2
0.1%
0
0.0%
96.0
2
0.1%
0
0.0%
105.0
1
<0.1%
1
<0.1%
106.0
1
<0.1%
0
0.0%
108.0
1
<0.1%
1
<0.1%
LARGEST VALUES
1474.0
1
<0.1%
0
0.0%
1127.0
1
<0.1%
0
0.0%
1120.0
1
<0.1%
0
0.0%
1085.0
1
<0.1%
0
0.0%
1080.0
1
<0.1%
0
0.0%
1063.0
1
<0.1%
0
0.0%
1061.0
1
<0.1%
0
0.0%
1057.0
1
<0.1%
0
0.0%
1031.0
1
<0.1%
0
0.0%
1029.0
1
<0.1%
0
0.0%
972.0
1
<0.1%
0
0.0%
906.0
1
<0.1%
0
0.0%
872.0
1
<0.1%
0
0.0%
869.0
1
<0.1%
0
0.0%
841.0
1
<0.1%
1
<0.1%
54
BsmtUnfSF
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
780
(53%)
793
(54%)
ZEROES:
118
(8%)
123
(8%)
MAX
2,336
2,140
95%
1,468
1,488
Q3
808
798
AVG
567
554
MEDIAN
478
460
Q1
223
220
5%
0
0
MIN
0
0
RANGE
2,336
2,140
IQR
585
578
STD
442
437
VAR
195k
191k
KURT.
0.475
0.335
SKEW
0.920
0.921
SUM
828k
809k
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtFinSF1
-0.50
TotalBsmtSF
0.42
Centroide6
-0.37
Centroide3
-0.37
PC1
0.33
1stFlrSF
0.32
TotRmsAbvGrd
0.25
PC3
0.24
GrLivArea
0.24
Centroide4
-0.23
Centroide7
0.23
SalePrice
0.22
BsmtFinSF2
-0.21
Centroide8
0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
0.63
BsmtFullBath
0.42
Cluster
0.41
Neighborhood
0.36
BsmtFinType2
0.34
OverallQual
0.33
Foundation
0.32
ExterQual
0.29
FullBath
0.29
GarageCars
0.28
BsmtQual
0.27
Exterior2nd
0.27
Exterior1st
0.26
SaleCondition
0.26
MOST FREQUENT VALUES
0.0
118
8.1%
123
8.4%
728.0
9
0.6%
5
0.3%
384.0
8
0.5%
11
0.8%
600.0
7
0.5%
5
0.3%
300.0
7
0.5%
3
0.2%
572.0
7
0.5%
4
0.3%
270.0
6
0.4%
4
0.3%
625.0
6
0.4%
0
0.0%
672.0
6
0.4%
7
0.5%
440.0
6
0.4%
2
0.1%
280.0
6
0.4%
3
0.2%
390.0
5
0.3%
1
<0.1%
108.0
5
0.3%
3
0.2%
80.0
5
0.3%
2
0.1%
216.0
5
0.3%
6
0.4%
SMALLEST VALUES
0.0
118
8.1%
123
8.4%
14.0
1
<0.1%
0
0.0%
15.0
1
<0.1%
0
0.0%
23.0
2
0.1%
0
0.0%
26.0
1
<0.1%
0
0.0%
29.0
1
<0.1%
0
0.0%
30.0
1
<0.1%
5
0.3%
32.0
2
0.1%
0
0.0%
35.0
1
<0.1%
1
<0.1%
36.0
4
0.3%
1
<0.1%
38.0
1
<0.1%
0
0.0%
39.0
1
<0.1%
0
0.0%
40.0
1
<0.1%
0
0.0%
50.0
1
<0.1%
0
0.0%
55.0
2
0.1%
1
<0.1%
LARGEST VALUES
2336.0
1
<0.1%
0
0.0%
2153.0
1
<0.1%
0
0.0%
2121.0
1
<0.1%
0
0.0%
2046.0
1
<0.1%
0
0.0%
2042.0
1
<0.1%
0
0.0%
2002.0
1
<0.1%
0
0.0%
1969.0
1
<0.1%
0
0.0%
1935.0
1
<0.1%
0
0.0%
1926.0
1
<0.1%
0
0.0%
1907.0
1
<0.1%
0
0.0%
1905.0
1
<0.1%
0
0.0%
1869.0
1
<0.1%
0
0.0%
1836.0
1
<0.1%
1
<0.1%
1800.0
2
0.1%
1
<0.1%
1795.0
1
<0.1%
0
0.0%
55
TotalBsmtSF
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
721
(49%)
737
(51%)
ZEROES:
37
(3%)
41
(3%)
MAX
6,110
5,095
95%
1,753
1,782
Q3
1,298
1,304
AVG
1,057
1,046
MEDIAN
992
988
Q1
796
784
5%
519
392
MIN
0
0
RANGE
6,110
5,095
IQR
502
520
STD
439
443
VAR
192k
196k
KURT.
13.3
5.21
SKEW
1.52
0.814
SUM
1.5M
1.5M
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
1stFlrSF
0.82
PC1
0.79
Centroide6
-0.73
Centroide8
0.71
Centroide3
-0.62
SalePrice
0.61
PC3
0.60
Centroide7
0.56
BsmtFinSF1
0.52
Spaciousness
0.50
GarageArea
0.49
Centroide0
0.49
GrLivArea
0.45
BsmtUnfSF
0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cluster
0.85
BsmtQual
0.59
OverallQual
0.58
Neighborhood
0.52
BsmtExposure
0.50
ExterQual
0.48
BsmtFinType1
0.48
GarageCars
0.48
MSSubClass
0.45
KitchenQual
0.45
Foundation
0.43
GarageType
0.40
BsmtCond
0.40
BsmtFinType2
0.39
MOST FREQUENT VALUES
0.0
37
2.5%
41
2.8%
864.0
35
2.4%
39
2.7%
672.0
17
1.2%
12
0.8%
912.0
15
1.0%
11
0.8%
1040.0
14
1.0%
11
0.8%
816.0
13
0.9%
10
0.7%
768.0
12
0.8%
12
0.8%
728.0
12
0.8%
8
0.5%
894.0
11
0.8%
6
0.4%
780.0
11
0.8%
8
0.5%
848.0
11
0.8%
5
0.3%
832.0
10
0.7%
7
0.5%
630.0
9
0.6%
4
0.3%
756.0
9
0.6%
8
0.5%
952.0
9
0.6%
4
0.3%
SMALLEST VALUES
0.0
37
2.5%
41
2.8%
105.0
1
<0.1%
0
0.0%
190.0
1
<0.1%
0
0.0%
264.0
3
0.2%
1
<0.1%
270.0
1
<0.1%
0
0.0%
290.0
1
<0.1%
0
0.0%
319.0
1
<0.1%
0
0.0%
360.0
1
<0.1%
0
0.0%
372.0
1
<0.1%
0
0.0%
384.0
7
0.5%
12
0.8%
408.0
1
<0.1%
0
0.0%
420.0
1
<0.1%
0
0.0%
440.0
3
0.2%
0
0.0%
458.0
1
<0.1%
0
0.0%
462.0
1
<0.1%
1
<0.1%
LARGEST VALUES
6110.0
1
<0.1%
0
0.0%
3206.0
1
<0.1%
0
0.0%
3200.0
1
<0.1%
0
0.0%
3138.0
1
<0.1%
0
0.0%
3094.0
1
<0.1%
0
0.0%
2633.0
1
<0.1%
0
0.0%
2524.0
1
<0.1%
0
0.0%
2444.0
1
<0.1%
0
0.0%
2396.0
1
<0.1%
0
0.0%
2392.0
1
<0.1%
0
0.0%
2330.0
1
<0.1%
0
0.0%
2223.0
1
<0.1%
0
0.0%
2217.0
1
<0.1%
0
0.0%
2216.0
1
<0.1%
0
0.0%
2158.0
1
<0.1%
0
0.0%
56
GarageArea
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
441
(30%)
459
(31%)
ZEROES:
81
(6%)
76
(5%)
MAX
1,418
1,488
95%
850
864
Q3
576
576
MEDIAN
480
480
AVG
473
473
Q1
334
318
5%
0
0
MIN
0
0
RANGE
1,418
1,488
IQR
242
258
STD
214
217
VAR
45,713
47,078
KURT.
0.917
0.970
SKEW
0.180
0.300
SUM
691k
690k
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
PC1
0.83
SalePrice
0.65
GarageYrBlt
0.60
Centroide6
-0.55
1stFlrSF
0.49
TotalBsmtSF
0.49
YearBuilt
0.48
GrLivArea
0.47
Centroide7
0.46
Spaciousness
0.45
PC4
0.45
MedNhbdArea
0.42
MampQual
0.41
Centroide8
0.41

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
0.89
GarageFinish
0.63
GarageType
0.59
OverallQual
0.58
Neighborhood
0.57
GarageQual
0.56
GarageCond
0.55
Cluster
0.54
ExterQual
0.50
KitchenQual
0.49
BsmtQual
0.48
MSSubClass
0.42
FullBath
0.42
Foundation
0.40
MOST FREQUENT VALUES
0.0
81
5.5%
76
5.2%
440.0
49
3.4%
47
3.2%
576.0
47
3.2%
50
3.4%
240.0
38
2.6%
31
2.1%
484.0
34
2.3%
34
2.3%
528.0
33
2.3%
32
2.2%
288.0
27
1.8%
23
1.6%
400.0
25
1.7%
33
2.3%
264.0
24
1.6%
27
1.9%
480.0
24
1.6%
31
2.1%
308.0
20
1.4%
28
1.9%
420.0
19
1.3%
10
0.7%
280.0
16
1.1%
14
1.0%
672.0
15
1.0%
8
0.5%
216.0
12
0.8%
11
0.8%
SMALLEST VALUES
0.0
81
5.5%
76
5.2%
160.0
2
0.1%
1
<0.1%
164.0
1
<0.1%
1
<0.1%
180.0
9
0.6%
7
0.5%
186.0
1
<0.1%
0
0.0%
189.0
1
<0.1%
0
0.0%
192.0
1
<0.1%
0
0.0%
198.0
1
<0.1%
0
0.0%
200.0
4
0.3%
7
0.5%
205.0
3
0.2%
1
<0.1%
208.0
1
<0.1%
0
0.0%
210.0
3
0.2%
1
<0.1%
213.0
1
<0.1%
0
0.0%
216.0
12
0.8%
11
0.8%
220.0
3
0.2%
1
<0.1%
LARGEST VALUES
1418.0
1
<0.1%
0
0.0%
1390.0
1
<0.1%
0
0.0%
1356.0
1
<0.1%
0
0.0%
1248.0
1
<0.1%
0
0.0%
1220.0
1
<0.1%
0
0.0%
1166.0
1
<0.1%
0
0.0%
1134.0
1
<0.1%
0
0.0%
1069.0
1
<0.1%
0
0.0%
1053.0
1
<0.1%
0
0.0%
1052.0
2
0.1%
0
0.0%
1043.0
1
<0.1%
0
0.0%
1025.0
1
<0.1%
0
0.0%
1020.0
1
<0.1%
0
0.0%
1014.0
1
<0.1%
0
0.0%
995.0
1
<0.1%
0
0.0%
57
MasVnrArea
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
327
(22%)
303
(21%)
ZEROES:
869
(60%)
892
(61%)
MAX
1,600
1,290
95%
456
474
Q3
164
162
AVG
103
100
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
1,600
1,290
IQR
164
162
STD
181
177
VAR
32,664
31,330
KURT.
10.1
8.48
SKEW
2.68
2.55
SUM
151k
145k
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
MampQual
0.97
PC1
0.48
SalePrice
0.43
Centroide6
-0.42
GrLivArea
0.39
Centroide7
0.39
GarageArea
0.37
MedNhbdArea
0.36
TotalBsmtSF
0.36
1stFlrSF
0.34
Centroide8
0.32
Spaciousness
0.32
YearBuilt
0.31
Centroide1
0.29

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MasVnrType
0.69
Neighborhood
0.52
OverallQual
0.46
Cluster
0.42
GarageCars
0.41
ExterQual
0.39
BsmtQual
0.36
MSSubClass
0.31
KitchenQual
0.30
FireplaceQu
0.29
GarageFinish
0.28
FullBath
0.28
RoofStyle
0.27
Fireplaces
0.26
MOST FREQUENT VALUES
0.0
869
59.5%
892
61.1%
180.0
8
0.5%
4
0.3%
72.0
8
0.5%
3
0.2%
108.0
8
0.5%
3
0.2%
120.0
7
0.5%
8
0.5%
16.0
7
0.5%
4
0.3%
200.0
6
0.4%
7
0.5%
340.0
6
0.4%
4
0.3%
106.0
6
0.4%
1
<0.1%
80.0
6
0.4%
3
0.2%
132.0
5
0.3%
3
0.2%
320.0
5
0.3%
2
0.1%
360.0
5
0.3%
2
0.1%
84.0
5
0.3%
2
0.1%
170.0
5
0.3%
3
0.2%
SMALLEST VALUES
0.0
869
59.5%
892
61.1%
1.0
2
0.1%
1
<0.1%
11.0
1
<0.1%
0
0.0%
14.0
1
<0.1%
3
0.2%
16.0
7
0.5%
4
0.3%
18.0
2
0.1%
1
<0.1%
22.0
1
<0.1%
1
<0.1%
24.0
1
<0.1%
1
<0.1%
27.0
1
<0.1%
0
0.0%
28.0
1
<0.1%
1
<0.1%
30.0
2
0.1%
2
0.1%
31.0
1
<0.1%
0
0.0%
32.0
1
<0.1%
3
0.2%
34.0
1
<0.1%
0
0.0%
36.0
1
<0.1%
1
<0.1%
LARGEST VALUES
1600.0
1
<0.1%
0
0.0%
1378.0
1
<0.1%
0
0.0%
1170.0
1
<0.1%
0
0.0%
1129.0
1
<0.1%
0
0.0%
1115.0
1
<0.1%
0
0.0%
1047.0
1
<0.1%
0
0.0%
1031.0
1
<0.1%
0
0.0%
975.0
1
<0.1%
0
0.0%
922.0
1
<0.1%
0
0.0%
921.0
1
<0.1%
0
0.0%
894.0
1
<0.1%
0
0.0%
870.0
1
<0.1%
0
0.0%
860.0
1
<0.1%
0
0.0%
816.0
1
<0.1%
0
0.0%
796.0
1
<0.1%
0
0.0%
58
LotFrontage
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
357
(24%)
328
(22%)
ZEROES:
---
---
MAX
313
212
95%
105
105
Q3
80
80
AVG
71
69
MEDIAN
70
69
Q1
60
60
5%
35
32
MIN
21
21
RANGE
292
191
IQR
20.0
20.0
STD
24.4
21.6
VAR
595
465
KURT.
21.1
4.01
SKEW
2.63
0.787
SUM
103k
101k
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Centroide2
-0.57
LotArea
0.56
Centroide8
0.51
BT_1Fam
0.50
Centroide7
0.49
1stFlrSF
0.43
PC1
0.38
Centroide1
0.38
GrLivArea
0.38
TotalBsmtSF
0.36
SalePrice
0.34
Centroide6
-0.34
BT_TwnhsE
-0.34
Centroide0
0.33

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cluster
0.56
MSSubClass
0.54
BldgType
0.49
Neighborhood
0.47
MSZoning
0.36
PoolArea
0.30
RoofMatl
0.30
BedroomAbvGr
0.29
Fireplaces
0.29
GarageType
0.28
LotShape
0.27
GarageCars
0.27
OverallQual
0.26
LandSlope
0.24
MOST FREQUENT VALUES
60.0
143
9.8%
133
9.1%
70.0
70
4.8%
63
4.3%
80.0
69
4.7%
68
4.7%
50.0
57
3.9%
60
4.1%
75.0
53
3.6%
52
3.6%
65.0
44
3.0%
49
3.4%
85.0
40
2.7%
36
2.5%
78.0
25
1.7%
21
1.4%
90.0
23
1.6%
23
1.6%
21.0
23
1.6%
27
1.9%
68.0
19
1.3%
25
1.7%
24.0
19
1.3%
30
2.1%
64.0
19
1.3%
24
1.6%
73.0
18
1.2%
15
1.0%
79.0
17
1.2%
11
0.8%
SMALLEST VALUES
21.0
23
1.6%
27
1.9%
24.0
19
1.3%
30
2.1%
30.0
6
0.4%
5
0.3%
31.29657158330998
1
<0.1%
0
0.0%
31.464244908847377
2
0.1%
0
0.0%
32.0
5
0.3%
3
0.2%
33.0
1
<0.1%
2
0.1%
33.51543817216778
1
<0.1%
0
0.0%
34.0
10
0.7%
6
0.4%
34.4498113007673
1
<0.1%
0
0.0%
34.979249543042634
3
0.2%
1
<0.1%
34.991419381186475
2
0.1%
0
0.0%
34.995475993901096
2
0.1%
0
0.0%
35.0
9
0.6%
10
0.7%
36.0
6
0.4%
2
0.1%
LARGEST VALUES
313.0
2
0.1%
0
0.0%
279.3487330232279
1
<0.1%
0
0.0%
271.6697531208638
1
<0.1%
0
0.0%
212.37424507134452
1
<0.1%
1
<0.1%
182.0
1
<0.1%
0
0.0%
174.0
2
0.1%
0
0.0%
168.0
1
<0.1%
0
0.0%
160.0
1
<0.1%
2
0.1%
153.0
1
<0.1%
0
0.0%
152.0
1
<0.1%
0
0.0%
150.0
1
<0.1%
1
<0.1%
149.0
1
<0.1%
1
<0.1%
144.0
1
<0.1%
0
0.0%
141.0521766721865
1
<0.1%
0
0.0%
141.0
1
<0.1%
0
0.0%
59
MiscVal
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
21
(1%)
26
(2%)
ZEROES:
1,408
(96%)
1,408
(97%)
MAX
15,500
17,000
95%
0
0
Q3
0
0
AVG
43
58
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
15,500
17,000
IQR
0.00
0.00
STD
496
631
VAR
246k
398k
KURT.
701
472
SKEW
24.5
20.1
SUM
63,494
84,867
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BT_Duplex
0.09
MedNhbdArea
-0.06
LotArea
0.04
Centroide4
0.04
Centroide3
0.04
Centroide2
-0.04
YearBuilt
-0.03
GarageYrBlt
-0.03
ScreenPorch
0.03
MasVnrArea
-0.03
MampQual
-0.03
PC1
-0.03
GarageArea
-0.03
BT_1Fam
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscFeature
0.94
Condition2
0.44
RoofStyle
0.31
HalfBath
0.12
PoolArea
0.10
OverallCond
0.10
Neighborhood
0.09
Foundation
0.09
BsmtExposure
0.09
ExterCond
0.08
Functional
0.08
Cluster
0.08
BsmtFinType1
0.08
Exterior2nd
0.08
MOST FREQUENT VALUES
0.0
1,408
96.4%
1,408
96.5%
400.0
11
0.8%
7
0.5%
500.0
8
0.5%
5
0.3%
700.0
5
0.3%
2
0.1%
450.0
4
0.3%
5
0.3%
600.0
4
0.3%
4
0.3%
2000.0
4
0.3%
3
0.2%
1200.0
2
0.1%
1
<0.1%
480.0
2
0.1%
0
0.0%
15500.0
1
<0.1%
0
0.0%
800.0
1
<0.1%
0
0.0%
350.0
1
<0.1%
0
0.0%
3500.0
1
<0.1%
0
0.0%
1300.0
1
<0.1%
0
0.0%
54.0
1
<0.1%
0
0.0%
SMALLEST VALUES
0.0
1,408
96.4%
1,408
96.5%
54.0
1
<0.1%
0
0.0%
350.0
1
<0.1%
0
0.0%
400.0
11
0.8%
7
0.5%
450.0
4
0.3%
5
0.3%
480.0
2
0.1%
0
0.0%
500.0
8
0.5%
5
0.3%
560.0
1
<0.1%
0
0.0%
600.0
4
0.3%
4
0.3%
620.0
1
<0.1%
0
0.0%
700.0
5
0.3%
2
0.1%
800.0
1
<0.1%
0
0.0%
1150.0
1
<0.1%
0
0.0%
1200.0
2
0.1%
1
<0.1%
1300.0
1
<0.1%
0
0.0%
LARGEST VALUES
15500.0
1
<0.1%
0
0.0%
8300.0
1
<0.1%
0
0.0%
3500.0
1
<0.1%
0
0.0%
2500.0
1
<0.1%
1
<0.1%
2000.0
4
0.3%
3
0.2%
1400.0
1
<0.1%
0
0.0%
1300.0
1
<0.1%
0
0.0%
1200.0
2
0.1%
1
<0.1%
1150.0
1
<0.1%
0
0.0%
800.0
1
<0.1%
0
0.0%
700.0
5
0.3%
2
0.1%
620.0
1
<0.1%
0
0.0%
600.0
4
0.3%
4
0.3%
560.0
1
<0.1%
0
0.0%
500.0
8
0.5%
5
0.3%
60
CentralAir
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
TOP CATEGORIES
SalePrice
(avg)
True
1,365
93%
1,358
93%
12.1
False
95
7%
101
7%
11.5
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
CentralAir
PROVIDES INFORMATION ON...
Heating
0.33
Electrical
0.12
PavedDrive
0.10
GarageCond
0.09
KitchenAbvGr
0.09
GarageQual
0.07
BsmtCond
0.07
GarageType
0.05
Street
0.05
Foundation
0.04
Alley
0.04
HeatingQC
0.04
MSZoning
0.04
GarageFinish
0.04

THESE FEATURES
GIVE INFORMATION
ON CentralAir:
MSSubClass
0.32
Neighborhood
0.29
GarageType
0.25
GarageFinish
0.22
HeatingQC
0.20
Foundation
0.20
Exterior1st
0.19
OverallQual
0.18
Heating
0.18
Electrical
0.18
Exterior2nd
0.18
KitchenQual
0.17
GarageCond
0.15
BsmtQual
0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CentralAir
CORRELATION RATIO WITH...
YearBuilt
0.38
GarageYrBlt
0.37
SalePrice
0.35
PC1
0.30
YearRemodAdd
0.30
PC2
0.24
GarageArea
0.23
BT_2fmCon
0.23
TotalBsmtSF
0.21
BsmtFinSF1
0.17
Centroide6
0.17
Centroide3
0.16
EnclosedPorch
0.16
1stFlrSF
0.15
61
Neighborhood
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
25
(2%)
25
(2%)
TOP CATEGORIES
SalePrice
(avg)
NAmes
225
15%
218
15%
11.9
CollgCr
150
10%
117
8%
12.2
OldTown
113
8%
126
9%
11.7
Edwards
100
7%
94
6%
11.7
Somerst
86
6%
96
7%
12.3
Gilbert
79
5%
86
6%
12.2
NridgHt
77
5%
89
6%
12.6
Sawyer
74
5%
77
5%
11.8
NWAmes
73
5%
58
4%
12.1
SawyerW
59
4%
66
5%
12.1
BrkSide
58
4%
50
3%
11.7
Crawfor
51
3%
52
4%
12.2
Mitchel
49
3%
65
4%
11.9
NoRidge
41
3%
30
2%
12.7
Timber
38
3%
34
2%
12.4
IDOTRR
37
3%
56
4%
11.4
ClearCr
28
2%
16
1%
12.2
(Other)
122
8%
12.0
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Neighborhood
PROVIDES INFORMATION ON...
MSZoning
0.67
Foundation
0.45
Utilities
0.44
ExterQual
0.44
Alley
0.43
BsmtQual
0.42
Street
0.39
BldgType
0.36
PoolArea
0.35
MSSubClass
0.35
Condition2
0.33
PoolQC
0.33
FullBath
0.31
KitchenQual
0.30

THESE FEATURES
GIVE INFORMATION
ON Neighborhood:
MSSubClass
0.24
Exterior2nd
0.19
Exterior1st
0.19
Foundation
0.16
OverallQual
0.16
MSZoning
0.16
BsmtQual
0.16
Cluster
0.14
ExterQual
0.12
GarageCars
0.11
GarageType
0.11
BsmtFinType1
0.11
GarageFinish
0.10
KitchenQual
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
CORRELATION RATIO WITH...
MedNhbdArea
1.00
YearBuilt
0.88
GarageYrBlt
0.78
SalePrice
0.76
PC1
0.72
PC2
0.66
YearRemodAdd
0.63
GarageArea
0.57
BT_TwnhsE
0.57
Centroide6
0.56
MampQual
0.56
GrLivArea
0.52
BT_1Fam
0.52
MasVnrArea
0.52
62
MSZoning
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
6
(<1%)
6
(<1%)
TOP CATEGORIES
SalePrice
(avg)
RL
1,151
79%
1,114
76%
12.1
RM
218
15%
242
17%
11.7
FV
65
4%
74
5%
12.2
RH
16
1%
10
<1%
11.7
C (all)
10
<1%
15
1%
11.1
Missing
0
0%
4
<1%
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MSZoning
PROVIDES INFORMATION ON...
Alley
0.27
Street
0.17
Neighborhood
0.16
CentralAir
0.12
Condition2
0.11
PavedDrive
0.11
MSSubClass
0.11
BldgType
0.09
Foundation
0.09
ExterQual
0.08
GarageType
0.08
Heating
0.07
GarageQual
0.07
FullBath
0.06

THESE FEATURES
GIVE INFORMATION
ON MSZoning:
Neighborhood
0.67
MSSubClass
0.32
Exterior2nd
0.14
Foundation
0.13
Exterior1st
0.13
GarageType
0.12
Cluster
0.12
Alley
0.11
OverallQual
0.10
BsmtQual
0.10
GarageFinish
0.09
ExterQual
0.09
HouseStyle
0.09
BldgType
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MSZoning
CORRELATION RATIO WITH...
YearBuilt
0.47
SalePrice
0.42
GarageYrBlt
0.38
PC1
0.37
LotFrontage
0.36
1stFlrSF
0.31
YearRemodAdd
0.28
MedNhbdArea
0.28
PC2
0.28
Centroide9
0.28
Centroide2
0.28
BT_1Fam
0.27
TotalBsmtSF
0.27
Centroide6
0.27
63
Street
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
TOP CATEGORIES
SalePrice
(avg)
Pave
1,454
>99%
1,453
>99%
12.0
Grvl
6
<1%
6
<1%
11.7
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Street
PROVIDES INFORMATION ON...
MiscFeature
0.02
LandSlope
0.02
ExterQual
0.01
LandContour
0.01
MSZoning
0.01
GarageType
0.01
CentralAir
0.01
BldgType
0.01
Cluster
0.00
Condition1
0.00
BsmtFinType2
0.00
SaleType
0.00
Neighborhood
0.00
BsmtExposure
0.00

THESE FEATURES
GIVE INFORMATION
ON Street:
Neighborhood
0.39
Cluster
0.32
ExterQual
0.30
GarageType
0.23
LandSlope
0.21
MSSubClass
0.20
MSZoning
0.17
MiscFeature
0.16
OverallQual
0.15
LandContour
0.14
BsmtExposure
0.14
BldgType
0.13
Foundation
0.13
KitchenQual
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Street
CORRELATION RATIO WITH...
Centroide2
0.21
LotArea
0.20
Centroide5
0.14
Centroide0
0.13
LotFrontage
0.12
Centroide4
0.11
Centroide3
0.11
Centroide8
0.10
PC4
0.10
Centroide1
0.09
Centroide6
0.07
Centroide9
0.07
BT_2fmCon
0.07
YearRemodAdd
0.07
64
LotConfig
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
5
(<1%)
5
(<1%)
TOP CATEGORIES
SalePrice
(avg)
Inside
1,052
72%
1,081
74%
12.0
Corner
263
18%
248
17%
12.0
CulDSac
94
6%
82
6%
12.2
FR2
47
3%
38
3%
12.0
FR3
4
<1%
10
<1%
12.2
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LotConfig
PROVIDES INFORMATION ON...
Utilities
0.33
PoolArea
0.15
PoolQC
0.11
Condition2
0.11
RoofMatl
0.10
LotShape
0.10
Condition1
0.05
Heating
0.03
BldgType
0.03
MSZoning
0.03
LandSlope
0.03
GarageCond
0.03
Alley
0.03
Neighborhood
0.02

THESE FEATURES
GIVE INFORMATION
ON LotConfig:
LotShape
0.09
Neighborhood
0.08
MSSubClass
0.04
Exterior2nd
0.04
Condition1
0.04
Exterior1st
0.03
Cluster
0.02
MSZoning
0.02
BldgType
0.02
GarageType
0.02
BsmtFinType1
0.02
BsmtQual
0.02
Foundation
0.02
OverallQual
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LotConfig
CORRELATION RATIO WITH...
LotFrontage
0.23
Centroide2
0.22
LotArea
0.19
SalePrice
0.15
YearBuilt
0.15
BT_1Fam
0.15
PC2
0.14
EnclosedPorch
0.14
Centroide8
0.13
Spaciousness
0.13
Centroide7
0.13
PC1
0.12
YearRemodAdd
0.11
Centroide1
0.11
65
Condition1
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
9
(<1%)
9
(<1%)
TOP CATEGORIES
SalePrice
(avg)
Norm
1,260
86%
1,251
86%
12.0
Feedr
81
6%
83
6%
11.8
Artery
48
3%
44
3%
11.7
RRAn
26
2%
24
2%
12.1
PosN
19
1%
20
1%
12.2
RRAe
11
<1%
17
1%
11.8
PosA
8
<1%
12
<1%
12.3
RRNn
5
<1%
4
<1%
12.2
RRNe
2
<1%
4
<1%
12.2
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Condition1
PROVIDES INFORMATION ON...
Condition2
0.46
PoolArea
0.19
PoolQC
0.12
RoofMatl
0.11
Street
0.10
KitchenAbvGr
0.06
Neighborhood
0.05
Alley
0.05
Heating
0.04
BsmtQual
0.04
BldgType
0.04
PavedDrive
0.04
MSSubClass
0.04
LotConfig
0.04

THESE FEATURES
GIVE INFORMATION
ON Condition1:
Neighborhood
0.24
MSSubClass
0.12
Exterior2nd
0.08
Exterior1st
0.08
BsmtQual
0.07
OverallQual
0.07
Cluster
0.06
HouseStyle
0.06
Condition2
0.06
GarageFinish
0.05
GarageType
0.05
LotConfig
0.05
Foundation
0.05
OverallCond
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition1
CORRELATION RATIO WITH...
YearBuilt
0.28
PC2
0.25
GarageYrBlt
0.25
YearRemodAdd
0.21
SalePrice
0.21
3SsnPorch
0.18
BT_Duplex
0.18
PC1
0.17
1stFlrSF
0.17
LotFrontage
0.17
Centroide6
0.16
MedNhbdArea
0.16
TotalOutSideSF
0.16
BT_1Fam
0.16
66
Condition2
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
8
(<1%)
8
(<1%)
TOP CATEGORIES
SalePrice
(avg)
Norm
1,445
99%
1,444
99%
12.0
Feedr
6
<1%
7
<1%
11.7
Artery
2
<1%
3
<1%
11.6
PosN
2
<1%
2
<1%
12.5
RRNn
2
<1%
0
0%
11.4
PosA
1
<1%
3
<1%
12.7
RRAe
1
<1%
0
0%
12.2
RRAn
1
<1%
0
0%
11.8
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Condition2
PROVIDES INFORMATION ON...
Condition1
0.06
KitchenAbvGr
0.05
MiscFeature
0.03
GarageQual
0.02
BldgType
0.02
ExterCond
0.02
ExterQual
0.01
RoofStyle
0.01
MSSubClass
0.01
MSZoning
0.01
OverallCond
0.01
SaleType
0.01
LandContour
0.01
GarageType
0.01

THESE FEATURES
GIVE INFORMATION
ON Condition2:
Condition1
0.46
MSSubClass
0.34
Neighborhood
0.33
OverallQual
0.24
Exterior1st
0.21
OverallCond
0.21
Cluster
0.21
Exterior2nd
0.21
BsmtFinType1
0.17
GarageType
0.16
ExterQual
0.16
BsmtQual
0.16
HouseStyle
0.16
BldgType
0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition2
CORRELATION RATIO WITH...
MiscVal
0.44
BT_Duplex
0.26
BT_2fmCon
0.21
OpenPorchSF
0.21
MampQual
0.19
Centroide6
0.19
GrLivArea
0.17
PC1
0.16
PC2
0.16
YearBuilt
0.16
1stFlrSF
0.16
Centroide8
0.16
Centroide7
0.16
Spaciousness
0.15
67
FullBath
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
4
(<1%)
5
(<1%)
TOP CATEGORIES
SalePrice
(avg)
2
768
53%
762
52%
12.2
1
650
45%
659
45%
11.8
3
33
2%
31
2%
12.7
0
9
<1%
3
<1%
11.8
4
0
0%
4
<1%
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FullBath
PROVIDES INFORMATION ON...
PoolArea
0.19
ExterQual
0.19
BsmtQual
0.17
GarageCars
0.16
Cluster
0.13
Foundation
0.13
PoolQC
0.13
OverallQual
0.12
KitchenAbvGr
0.12
KitchenQual
0.12
Utilities
0.10
Condition2
0.10
GarageFinish
0.09
Neighborhood
0.09

THESE FEATURES
GIVE INFORMATION
ON FullBath:
Neighborhood
0.31
Cluster
0.30
OverallQual
0.26
BsmtQual
0.23
GarageCars
0.22
MSSubClass
0.21
ExterQual
0.19
Foundation
0.16
KitchenQual
0.15
GarageFinish
0.14
Exterior1st
0.12
OverallCond
0.12
GarageType
0.11
BedroomAbvGr
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FullBath
CORRELATION RATIO WITH...
GrLivArea
0.65
PC1
0.61
SalePrice
0.60
Centroide6
0.58
Centroide7
0.58
TotRmsAbvGrd
0.56
MedNhbdArea
0.51
YearBuilt
0.51
GarageYrBlt
0.49
YearRemodAdd
0.45
Centroide1
0.45
2ndFlrSF
0.44
GarageArea
0.42
Spaciousness
0.39
68
HalfBath
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
3
(<1%)
3
(<1%)
TOP CATEGORIES
SalePrice
(avg)
0
913
63%
921
63%
11.9
1
535
37%
525
36%
12.2
2
12
<1%
13
<1%
12.0
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HalfBath
PROVIDES INFORMATION ON...
HouseStyle
0.18
MSSubClass
0.15
KitchenAbvGr
0.13
Cluster
0.11
Condition2
0.10
PoolArea
0.09
BldgType
0.06
Utilities
0.06
BedroomAbvGr
0.05
GarageType
0.05
RoofMatl
0.05
GarageCond
0.05
CentralAir
0.05
PoolQC
0.04

THESE FEATURES
GIVE INFORMATION
ON HalfBath:
MSSubClass
0.44
HouseStyle
0.33
Cluster
0.31
Neighborhood
0.16
BedroomAbvGr
0.09
OverallQual
0.09
GarageType
0.08
GarageFinish
0.06
GarageCars
0.05
BsmtQual
0.05
BldgType
0.05
Foundation
0.05
FireplaceQu
0.05
Fireplaces
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HalfBath
CORRELATION RATIO WITH...
2ndFlrSF
0.62
Centroide5
0.43
GrLivArea
0.42
PC3
0.37
BT_1Fam
0.35
PC4
0.35
Centroide0
0.35
BT_Duplex
0.34
TotRmsAbvGrd
0.34
SalePrice
0.33
Centroide1
0.30
MedNhbdArea
0.28
Centroide7
0.27
Centroide4
0.27
69
BedroomAbvGr
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
8
(<1%)
7
(<1%)
TOP CATEGORIES
SalePrice
(avg)
3
804
55%
792
54%
12.0
2
358
25%
384
26%
11.9
4
213
15%
187
13%
12.2
1
50
3%
53
4%
11.9
5
21
1%
27
2%
12.0
6
7
<1%
14
<1%
11.9
0
6
<1%
2
<1%
12.2
8
1
<1%
0
0%
12.2
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BedroomAbvGr
PROVIDES INFORMATION ON...
KitchenAbvGr
0.25
PoolArea
0.20
BldgType
0.19
PoolQC
0.16
MSSubClass
0.16
RoofMatl
0.13
Heating
0.11
Cluster
0.11
HouseStyle
0.11
FullBath
0.11
Condition2
0.10
HalfBath
0.09
Utilities
0.07
CentralAir
0.06

THESE FEATURES
GIVE INFORMATION
ON BedroomAbvGr:
MSSubClass
0.28
Cluster
0.18
Neighborhood
0.14
HouseStyle
0.12
BldgType
0.10
FullBath
0.08
GarageType
0.05
HalfBath
0.05
OverallQual
0.04
Exterior1st
0.04
KitchenAbvGr
0.04
Exterior2nd
0.04
BsmtFinType1
0.03
MSZoning
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BedroomAbvGr
CORRELATION RATIO WITH...
TotRmsAbvGrd
0.69
GrLivArea
0.57
2ndFlrSF
0.55
PC2
0.51
BT_1Fam
0.49
BT_Duplex
0.46
Centroide5
0.45
Centroide7
0.40
Centroide6
0.40
BT_2fmCon
0.39
Centroide1
0.38
BT_TwnhsE
0.37
Spaciousness
0.32
LowQualFinSF
0.31
70
KitchenAbvGr
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
4
(<1%)
3
(<1%)
TOP CATEGORIES
SalePrice
(avg)
1
1,392
95%
1,393
95%
12.0
2
65
4%
64
4%
11.8
3
2
<1%
0
0%
11.6
0
1
<1%
2
<1%
11.8
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
KitchenAbvGr
PROVIDES INFORMATION ON...
BldgType
0.21
Condition2
0.12
CentralAir
0.07
MSSubClass
0.07
RoofMatl
0.05
BsmtCond
0.05
Heating
0.04
BedroomAbvGr
0.04
GarageCond
0.04
HalfBath
0.04
GarageQual
0.04
BsmtFinType2
0.03
PavedDrive
0.03
SaleCondition
0.03

THESE FEATURES
GIVE INFORMATION
ON KitchenAbvGr:
MSSubClass
0.72
BldgType
0.69
BedroomAbvGr
0.25
Neighborhood
0.18
BsmtQual
0.16
GarageType
0.15
Foundation
0.14
GarageFinish
0.13
HalfBath
0.13
BsmtFinType1
0.13
OverallQual
0.13
FullBath
0.12
KitchenQual
0.12
BsmtExposure
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenAbvGr
CORRELATION RATIO WITH...
BT_Duplex
0.77
BT_2fmCon
0.40
BT_1Fam
0.33
TotRmsAbvGrd
0.26
PC2
0.21
YearBuilt
0.18
YearRemodAdd
0.16
GarageYrBlt
0.16
SalePrice
0.15
TotalOutSideSF
0.12
Spaciousness
0.12
MedNhbdArea
0.11
GrLivArea
0.10
GarageArea
0.10
71
TotRmsAbvGrd
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
12
(<1%)
12
(<1%)
ZEROES:
---
---
MAX
14.0
15.0
95%
10.0
9.0
Q3
7.0
7.0
AVG
6.5
6.4
MEDIAN
6.0
6.0
Q1
5.0
5.0
5%
4.0
4.0
MIN
2.0
3.0
RANGE
12.0
12.0
IQR
2.00
2.00
STD
1.63
1.51
VAR
2.64
2.28
KURT.
0.881
1.52
SKEW
0.676
0.843
SUM
9,516
9,316
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.83
Centroide6
-0.67
Centroide7
0.66
2ndFlrSF
0.62
BT_1Fam
0.57
PC2
0.54
Centroide1
0.54
SalePrice
0.53
Centroide5
-0.53
PC1
0.51
1stFlrSF
0.41
MedNhbdArea
0.36
GarageArea
0.34
LotFrontage
0.32

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cluster
0.78
BedroomAbvGr
0.69
MSSubClass
0.62
FullBath
0.56
HouseStyle
0.53
OverallQual
0.44
GarageCars
0.41
Neighborhood
0.40
FireplaceQu
0.36
HalfBath
0.34
Fireplaces
0.34
ExterQual
0.31
GarageType
0.31
KitchenQual
0.30
MOST FREQUENT VALUES
6
402
27.5%
442
30.3%
7
329
22.5%
320
21.9%
5
275
18.8%
308
21.1%
8
187
12.8%
160
11.0%
4
97
6.6%
99
6.8%
9
75
5.1%
68
4.7%
10
47
3.2%
33
2.3%
11
18
1.2%
14
1.0%
3
17
1.2%
8
0.5%
12
11
0.8%
5
0.3%
2
1
<0.1%
0
0.0%
14
1
<0.1%
0
0.0%
SMALLEST VALUES
2
1
<0.1%
0
0.0%
3
17
1.2%
8
0.5%
4
97
6.6%
99
6.8%
5
275
18.8%
308
21.1%
6
402
27.5%
442
30.3%
7
329
22.5%
320
21.9%
8
187
12.8%
160
11.0%
9
75
5.1%
68
4.7%
10
47
3.2%
33
2.3%
11
18
1.2%
14
1.0%
12
11
0.8%
5
0.3%
14
1
<0.1%
0
0.0%
LARGEST VALUES
14
1
<0.1%
0
0.0%
12
11
0.8%
5
0.3%
11
18
1.2%
14
1.0%
10
47
3.2%
33
2.3%
9
75
5.1%
68
4.7%
8
187
12.8%
160
11.0%
7
329
22.5%
320
21.9%
6
402
27.5%
442
30.3%
5
275
18.8%
308
21.1%
4
97
6.6%
99
6.8%
3
17
1.2%
8
0.5%
2
1
<0.1%
0
0.0%
72
Fireplaces
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
4
(<1%)
5
(<1%)
TOP CATEGORIES
SalePrice
(avg)
0
690
47%
730
50%
11.8
1
650
45%
618
42%
12.2
2
115
8%
104
7%
12.3
3
5
<1%
6
<1%
12.4
4
0
0%
1
<1%
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fireplaces
PROVIDES INFORMATION ON...
FireplaceQu
0.56
PoolArea
0.24
PoolQC
0.18
RoofMatl
0.12
Street
0.11
Condition2
0.11
Utilities
0.10
CentralAir
0.09
KitchenAbvGr
0.08
GarageType
0.08
GarageCond
0.07
Cluster
0.07
GarageQual
0.07
OverallQual
0.07

THESE FEATURES
GIVE INFORMATION
ON Fireplaces:
FireplaceQu
0.75
Neighborhood
0.18
Cluster
0.15
OverallQual
0.13
MSSubClass
0.10
GarageType
0.10
GarageFinish
0.09
GarageCars
0.08
ExterQual
0.06
BsmtQual
0.06
KitchenQual
0.06
FullBath
0.05
Exterior1st
0.04
MSZoning
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fireplaces
CORRELATION RATIO WITH...
SalePrice
0.51
GrLivArea
0.47
Centroide7
0.47
Centroide6
0.47
Spaciousness
0.47
PC1
0.44
1stFlrSF
0.42
BT_1Fam
0.41
Centroide8
0.38
MedNhbdArea
0.37
TotalBsmtSF
0.36
Centroide1
0.34
Centroide2
0.34
TotRmsAbvGrd
0.34
73
BsmtFullBath
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
4
(<1%)
5
(<1%)
TOP CATEGORIES
SalePrice
(avg)
0
856
59%
849
58%
11.9
1
588
40%
584
40%
12.1
2
15
1%
23
2%
12.2
3
1
<1%
1
<1%
12.1
-1
0
0%
2
<1%
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFullBath
PROVIDES INFORMATION ON...
PoolArea
0.17
BsmtFinType1
0.13
PoolQC
0.12
KitchenAbvGr
0.08
RoofMatl
0.08
Condition2
0.08
Utilities
0.06
BsmtHalfBath
0.06
BsmtExposure
0.06
Street
0.06
BsmtCond
0.05
LandSlope
0.05
BsmtFinType2
0.04
MSSubClass
0.04

THESE FEATURES
GIVE INFORMATION
ON BsmtFullBath:
BsmtFinType1
0.30
MSSubClass
0.10
Neighborhood
0.10
BsmtExposure
0.09
Cluster
0.08
HouseStyle
0.06
BsmtQual
0.04
BedroomAbvGr
0.04
BsmtFinType2
0.04
Foundation
0.04
GarageType
0.03
Exterior2nd
0.03
Exterior1st
0.03
BsmtCond
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFullBath
CORRELATION RATIO WITH...
BsmtFinSF1
0.65
BsmtUnfSF
0.42
LotArea
0.33
Centroide8
0.33
TotalBsmtSF
0.32
Centroide0
0.31
Centroide2
0.27
1stFlrSF
0.25
BT_Duplex
0.25
PC1
0.25
Centroide3
0.24
SalePrice
0.24
Centroide7
0.23
Centroide4
0.23
74
BsmtHalfBath
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
3
(<1%)
4
(<1%)
TOP CATEGORIES
SalePrice
(avg)
0
1,378
94%
1,364
93%
12.0
1
80
5%
91
6%
12.0
2
2
<1%
2
<1%
12.0
-1
0
0%
2
<1%
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtHalfBath
PROVIDES INFORMATION ON...
Utilities
0.35
PoolArea
0.06
PoolQC
0.04
RoofMatl
0.03
KitchenAbvGr
0.02
BsmtFullBath
0.02
BsmtFinType2
0.01
SaleCondition
0.01
ExterCond
0.01
SaleType
0.01
BsmtCond
0.01
OverallCond
0.01
LandSlope
0.01
Neighborhood
0.01

THESE FEATURES
GIVE INFORMATION
ON BsmtHalfBath:
Neighborhood
0.12
BsmtFullBath
0.06
OverallCond
0.06
BsmtFinType1
0.06
OverallQual
0.06
MSSubClass
0.05
Exterior2nd
0.05
SaleCondition
0.04
BsmtFinType2
0.04
Foundation
0.04
HouseStyle
0.03
Exterior1st
0.03
GarageCars
0.03
HalfBath
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtHalfBath
CORRELATION RATIO WITH...
BsmtUnfSF
0.10
BsmtFinSF2
0.08
BsmtFinSF1
0.07
GarageYrBlt
0.07
Centroide2
0.06
BT_1Fam
0.06
BT_TwnhsE
0.06
LotFrontage
0.06
LotArea
0.06
TotalOutSideSF
0.05
BT_Duplex
0.05
YearBuilt
0.05
WoodDeckSF
0.05
PC2
0.05
75
GarageCars
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
5
(<1%)
7
(<1%)
TOP CATEGORIES
SalePrice
(avg)
2
824
56%
770
53%
12.1
1
369
25%
407
28%
11.7
3
181
12%
193
13%
12.6
0
81
6%
76
5%
11.5
4
5
<1%
11
<1%
12.1
5
0
0%
1
<1%
-1
0
0%
1
<1%
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageCars
PROVIDES INFORMATION ON...
GarageCond
0.56
GarageQual
0.53
GarageFinish
0.26
GarageType
0.26
ExterQual
0.24
FullBath
0.22
BsmtQual
0.20
KitchenQual
0.18
OverallQual
0.17
Foundation
0.15
PavedDrive
0.14
SaleType
0.13
CentralAir
0.12
Neighborhood
0.11

THESE FEATURES
GIVE INFORMATION
ON GarageCars:
Neighborhood
0.29
GarageFinish
0.29
OverallQual
0.26
GarageType
0.25
GarageQual
0.21
GarageCond
0.20
BsmtQual
0.20
Cluster
0.18
ExterQual
0.18
MSSubClass
0.18
KitchenQual
0.16
FullBath
0.16
Foundation
0.14
Exterior1st
0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
CORRELATION RATIO WITH...
GarageArea
0.89
PC1
0.80
SalePrice
0.70
GarageYrBlt
0.64
Centroide6
0.58
YearBuilt
0.57
MedNhbdArea
0.52
GrLivArea
0.50
Centroide7
0.49
TotalBsmtSF
0.48
MampQual
0.47
1stFlrSF
0.47
YearRemodAdd
0.46
Spaciousness
0.42
76
YearBuilt
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
112
(8%)
106
(7%)
ZEROES:
---
---
MAX
2,010
2,010
95%
2,007
2,007
Q3
2,000
2,001
MEDIAN
1,973
1,973
AVG
1,971
1,971
Q1
1,954
1,953
5%
1,916
1,915
MIN
1,872
1,879
RANGE
138
131
IQR
46.0
48.0
STD
30.2
30.4
VAR
912
924
KURT.
-0.440
-0.579
SKEW
-0.613
-0.588
SUM
2.9M
2.9M
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GarageYrBlt
0.85
PC1
0.67
PC2
-0.66
YearRemodAdd
0.59
SalePrice
0.59
GarageArea
0.48
MedNhbdArea
0.43
TotalBsmtSF
0.39
EnclosedPorch
-0.39
MampQual
0.33
PC4
-0.32
Centroide6
-0.32
Centroide3
-0.31
MasVnrArea
0.31

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.88
MSSubClass
0.81
Foundation
0.76
BsmtQual
0.75
Exterior1st
0.66
Exterior2nd
0.66
GarageFinish
0.63
OverallCond
0.63
ExterQual
0.62
GarageType
0.60
OverallQual
0.59
GarageCars
0.57
KitchenQual
0.55
BsmtFinType1
0.51
MOST FREQUENT VALUES
2006
67
4.6%
71
4.9%
2005
64
4.4%
78
5.3%
2004
54
3.7%
45
3.1%
2007
49
3.4%
60
4.1%
2003
45
3.1%
43
2.9%
1976
33
2.3%
21
1.4%
1977
32
2.2%
25
1.7%
1920
30
2.1%
27
1.9%
1959
26
1.8%
17
1.2%
1998
25
1.7%
21
1.4%
1999
25
1.7%
27
1.9%
1965
24
1.6%
10
0.7%
2000
24
1.6%
24
1.6%
1970
24
1.6%
18
1.2%
1954
24
1.6%
19
1.3%
SMALLEST VALUES
1872
1
<0.1%
0
0.0%
1875
1
<0.1%
0
0.0%
1880
4
0.3%
1
<0.1%
1882
1
<0.1%
0
0.0%
1885
2
0.1%
0
0.0%
1890
2
0.1%
5
0.3%
1892
2
0.1%
0
0.0%
1893
1
<0.1%
0
0.0%
1898
1
<0.1%
0
0.0%
1900
10
0.7%
19
1.3%
1904
1
<0.1%
0
0.0%
1905
1
<0.1%
2
0.1%
1906
1
<0.1%
0
0.0%
1908
2
0.1%
0
0.0%
1910
17
1.2%
26
1.8%
LARGEST VALUES
2010
1
<0.1%
2
0.1%
2009
18
1.2%
7
0.5%
2008
23
1.6%
26
1.8%
2007
49
3.4%
60
4.1%
2006
67
4.6%
71
4.9%
2005
64
4.4%
78
5.3%
2004
54
3.7%
45
3.1%
2003
45
3.1%
43
2.9%
2002
23
1.6%
24
1.6%
2001
20
1.4%
15
1.0%
2000
24
1.6%
24
1.6%
1999
25
1.7%
27
1.9%
1998
25
1.7%
21
1.4%
1997
14
1.0%
21
1.4%
1996
15
1.0%
19
1.3%
77
YearRemodAdd
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
61
(4%)
61
(4%)
ZEROES:
---
---
MAX
2,010.0
2,010.0
95%
2,007.0
2,007.0
Q3
2,004.0
2,004.0
MEDIAN
1,994.0
1,992.0
AVG
1,984.9
1,983.7
Q1
1,967.0
1,963.0
5%
1,950.0
1,950.0
MIN
1,950.0
1,950.0
RANGE
60.0
60.0
IQR
37.0
41.0
STD
20.6
21.1
VAR
426
446
KURT.
-1.27
-1.41
SKEW
-0.504
-0.400
SUM
2.9M
2.9M
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GarageYrBlt
0.60
YearBuilt
0.59
SalePrice
0.57
PC1
0.51
MedNhbdArea
0.41
GarageArea
0.37
Centroide6
-0.33
TotalBsmtSF
0.29
GrLivArea
0.29
Spaciousness
0.28
Centroide7
0.27
PC2
-0.27
1stFlrSF
0.24
Centroide3
-0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenQual
0.66
Neighborhood
0.63
ExterQual
0.60
BsmtQual
0.59
Foundation
0.58
OverallQual
0.57
HeatingQC
0.55
Exterior2nd
0.55
Exterior1st
0.54
BsmtFinType1
0.49
GarageFinish
0.47
MSSubClass
0.47
GarageCars
0.46
FullBath
0.45
MOST FREQUENT VALUES
1950
178
12.2%
183
12.5%
2006
97
6.6%
105
7.2%
2007
76
5.2%
88
6.0%
2005
73
5.0%
68
4.7%
2004
62
4.2%
49
3.4%
2000
55
3.8%
49
3.4%
2003
51
3.5%
48
3.3%
2002
48
3.3%
34
2.3%
2008
40
2.7%
41
2.8%
1996
36
2.5%
23
1.6%
1998
36
2.5%
41
2.8%
1995
31
2.1%
25
1.7%
1976
30
2.1%
18
1.2%
1999
30
2.1%
30
2.1%
1970
26
1.8%
18
1.2%
SMALLEST VALUES
1950
178
12.2%
183
12.5%
1951
4
0.3%
10
0.7%
1952
5
0.3%
10
0.7%
1953
10
0.7%
10
0.7%
1954
14
1.0%
14
1.0%
1955
9
0.6%
16
1.1%
1956
10
0.7%
20
1.4%
1957
9
0.6%
11
0.8%
1958
15
1.0%
19
1.3%
1959
18
1.2%
12
0.8%
1960
12
0.8%
17
1.2%
1961
8
0.5%
16
1.1%
1962
14
1.0%
12
0.8%
1963
13
0.9%
17
1.2%
1964
11
0.8%
15
1.0%
LARGEST VALUES
2010
6
0.4%
7
0.5%
2009
23
1.6%
11
0.8%
2008
40
2.7%
41
2.8%
2007
76
5.2%
88
6.0%
2006
97
6.6%
105
7.2%
2005
73
5.0%
68
4.7%
2004
62
4.2%
49
3.4%
2003
51
3.5%
48
3.3%
2002
48
3.3%
34
2.3%
2001
21
1.4%
28
1.9%
2000
55
3.8%
49
3.4%
1999
30
2.1%
30
2.1%
1998
36
2.5%
41
2.8%
1997
25
1.7%
24
1.6%
1996
36
2.5%
23
1.6%
78
MoSold
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
12
(<1%)
12
(<1%)
ZEROES:
---
---
MAX
12.0
12.0
95%
11.0
11.0
Q3
8.0
8.0
AVG
6.3
6.1
MEDIAN
6.0
6.0
Q1
5.0
4.0
5%
2.0
2.0
MIN
1.0
1.0
RANGE
11.0
11.0
IQR
3.00
4.00
STD
2.70
2.72
VAR
7.31
7.41
KURT.
-0.404
-0.508
SKEW
0.212
0.183
SUM
9,230
8,906
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Centroide5
-0.08
OpenPorchSF
0.07
SalePrice
0.06
Spaciousness
0.05
Centroide6
-0.05
GrLivArea
0.05
TotalOutSideSF
0.05
Centroide3
-0.05
BT_2fmCon
-0.05
BT_1Fam
0.05
Centroide9
-0.04
MedNhbdArea
0.04
BT_Duplex
0.04
TotRmsAbvGrd
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
YrSold
0.27
OverallQual
0.14
Neighborhood
0.14
SaleType
0.12
MSSubClass
0.12
SaleCondition
0.10
Exterior1st
0.09
RoofMatl
0.09
LandContour
0.08
PoolArea
0.08
Functional
0.08
Exterior2nd
0.08
BedroomAbvGr
0.08
Cluster
0.07
MOST FREQUENT VALUES
6
253
17.3%
250
17.1%
7
234
16.0%
212
14.5%
5
204
14.0%
190
13.0%
4
141
9.7%
138
9.5%
8
122
8.4%
111
7.6%
3
106
7.3%
126
8.6%
10
89
6.1%
84
5.8%
11
79
5.4%
63
4.3%
9
63
4.3%
95
6.5%
12
59
4.0%
45
3.1%
1
58
4.0%
64
4.4%
2
52
3.6%
81
5.6%
SMALLEST VALUES
1
58
4.0%
64
4.4%
2
52
3.6%
81
5.6%
3
106
7.3%
126
8.6%
4
141
9.7%
138
9.5%
5
204
14.0%
190
13.0%
6
253
17.3%
250
17.1%
7
234
16.0%
212
14.5%
8
122
8.4%
111
7.6%
9
63
4.3%
95
6.5%
10
89
6.1%
84
5.8%
11
79
5.4%
63
4.3%
12
59
4.0%
45
3.1%
LARGEST VALUES
12
59
4.0%
45
3.1%
11
79
5.4%
63
4.3%
10
89
6.1%
84
5.8%
9
63
4.3%
95
6.5%
8
122
8.4%
111
7.6%
7
234
16.0%
212
14.5%
6
253
17.3%
250
17.1%
5
204
14.0%
190
13.0%
4
141
9.7%
138
9.5%
3
106
7.3%
126
8.6%
2
52
3.6%
81
5.6%
1
58
4.0%
64
4.4%
79
YrSold
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
5
(<1%)
5
(<1%)
TOP CATEGORIES
SalePrice
(avg)
2009
338
23%
309
21%
12.0
2007
329
23%
363
25%
12.1
2006
314
22%
305
21%
12.0
2008
304
21%
318
22%
12.0
2010
175
12%
164
11%
12.0
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
YrSold
PROVIDES INFORMATION ON...
PoolArea
0.19
Utilities
0.18
PoolQC
0.14
Condition2
0.12
Street
0.10
RoofMatl
0.07
Heating
0.06
SaleType
0.05
MiscFeature
0.04
Functional
0.04
SaleCondition
0.03
GarageQual
0.02
BsmtCond
0.02
GarageCond
0.02

THESE FEATURES
GIVE INFORMATION
ON YrSold:
Neighborhood
0.02
SaleType
0.02
Exterior2nd
0.01
Exterior1st
0.01
SaleCondition
0.01
OverallCond
0.01
MSSubClass
0.01
Cluster
0.01
Functional
0.01
BedroomAbvGr
0.01
OverallQual
0.01
Foundation
0.01
Condition1
0.01
GarageQual
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
YrSold
CORRELATION RATIO WITH...
MoSold
0.27
BsmtUnfSF
0.10
MiscVal
0.07
OpenPorchSF
0.06
YearRemodAdd
0.06
Centroide6
0.06
TotRmsAbvGrd
0.06
3SsnPorch
0.06
Centroide9
0.05
PC1
0.05
WoodDeckSF
0.05
1stFlrSF
0.05
Centroide8
0.05
LotFrontage
0.05
80
GarageYrBlt
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
102
(7%)
103
(7%)
ZEROES:
---
---
MAX
2,010
2,207
95%
2,007
2,007
Q3
2,001
2,002
MEDIAN
1,978
1,978
AVG
1,977
1,976
Q1
1,959
1,958
5%
1,924
1,923
MIN
1,872
1,890
RANGE
138
317
IQR
42.0
44.0
STD
26.3
27.7
VAR
692
767
KURT.
-0.230
2.79
SKEW
-0.694
-0.258
SUM
2.9M
2.9M
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
0.85
PC1
0.67
YearRemodAdd
0.60
GarageArea
0.60
SalePrice
0.57
PC2
-0.52
MedNhbdArea
0.41
TotalBsmtSF
0.35
Centroide6
-0.32
EnclosedPorch
-0.31
MampQual
0.30
Centroide3
-0.28
MasVnrArea
0.27
1stFlrSF
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.78
BsmtQual
0.69
Foundation
0.68
MSSubClass
0.67
GarageCars
0.64
ExterQual
0.60
Exterior1st
0.60
Exterior2nd
0.60
GarageFinish
0.59
OverallQual
0.58
KitchenQual
0.56
OverallCond
0.54
GarageType
0.51
BsmtFinType1
0.49
MOST FREQUENT VALUES
2005
65
4.5%
82
5.6%
2006
60
4.1%
58
4.0%
2004
54
3.7%
48
3.3%
2003
50
3.4%
42
2.9%
2007
50
3.4%
67
4.6%
1977
36
2.5%
31
2.1%
1998
31
2.1%
27
1.9%
1999
30
2.1%
24
1.6%
1976
29
2.0%
21
1.4%
2008
29
2.0%
32
2.2%
2000
27
1.8%
28
1.9%
1968
27
1.8%
22
1.5%
2002
26
1.8%
28
1.9%
1950
24
1.6%
27
1.9%
1970
23
1.6%
19
1.3%
SMALLEST VALUES
1872
1
<0.1%
0
0.0%
1875
1
<0.1%
0
0.0%
1900
3
0.2%
6
0.4%
1906
1
<0.1%
0
0.0%
1908
1
<0.1%
0
0.0%
1910
8
0.5%
12
0.8%
1911
1
<0.1%
0
0.0%
1912
2
0.1%
1
<0.1%
1914
6
0.4%
0
0.0%
1915
3
0.2%
7
0.5%
1916
6
0.4%
2
0.1%
1918
2
0.1%
2
0.1%
1919
1
<0.1%
2
0.1%
1920
19
1.3%
23
1.6%
1921
3
0.2%
2
0.1%
LARGEST VALUES
2010
3
0.2%
2
0.1%
2009
21
1.4%
8
0.5%
2008
29
2.0%
32
2.2%
2007
50
3.4%
67
4.6%
2006
60
4.1%
58
4.0%
2005
65
4.5%
82
5.6%
2004
54
3.7%
48
3.3%
2003
50
3.4%
42
2.9%
2002
26
1.8%
28
1.9%
2001
20
1.4%
21
1.4%
2000
27
1.8%
28
1.9%
1999
30
2.1%
24
1.6%
1998
31
2.1%
27
1.9%
1997
19
1.3%
25
1.7%
1996
20
1.4%
20
1.4%
81
Spaciousness
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
1,098
(75%)
1,104
(76%)
ZEROES:
---
---
MAX
297
249
95%
163
164
Q3
133
132
AVG
121
120
MEDIAN
119
118
Q1
104
103
5%
87
88
MIN
58
68
RANGE
239
181
IQR
28.6
29.2
STD
24.2
23.5
VAR
584
550
KURT.
4.73
1.99
SKEW
1.29
0.993
SUM
176k
176k
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.71
Centroide6
-0.68
Centroide7
0.67
PC1
0.62
SalePrice
0.62
1stFlrSF
0.58
TotalBsmtSF
0.50
Centroide1
0.49
BT_1Fam
0.49
Centroide8
0.49
GarageArea
0.45
MedNhbdArea
0.45
TotalOutSideSF
0.38
PC2
0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cluster
0.71
OverallQual
0.56
Neighborhood
0.50
FireplaceQu
0.49
Fireplaces
0.47
KitchenQual
0.44
ExterQual
0.43
GarageCars
0.42
BsmtQual
0.41
FullBath
0.39
MSSubClass
0.39
GarageFinish
0.37
GarageType
0.34
BedroomAbvGr
0.32
MOST FREQUENT VALUES
86.4
15
1.0%
13
0.9%
104.0
12
0.8%
7
0.5%
108.0
12
0.8%
7
0.5%
96.0
11
0.8%
15
1.0%
89.4
10
0.7%
2
0.1%
105.0
10
0.7%
5
0.3%
112.0
8
0.5%
11
0.8%
90.0
7
0.5%
2
0.1%
120.0
7
0.5%
10
0.7%
141.33333333333334
7
0.5%
1
<0.1%
98.7
6
0.4%
5
0.3%
119.0
6
0.4%
1
<0.1%
99.0
6
0.4%
5
0.3%
101.33333333333333
6
0.4%
4
0.3%
91.0
5
0.3%
6
0.4%
SMALLEST VALUES
57.77777777777778
1
<0.1%
0
0.0%
66.8
1
<0.1%
0
0.0%
67.22222222222223
1
<0.1%
0
0.0%
70.36363636363636
1
<0.1%
0
0.0%
71.16666666666667
1
<0.1%
0
0.0%
72.0
1
<0.1%
0
0.0%
73.0
1
<0.1%
0
0.0%
74.18181818181819
1
<0.1%
0
0.0%
74.28571428571429
1
<0.1%
0
0.0%
77.0
1
<0.1%
0
0.0%
78.0
1
<0.1%
0
0.0%
78.54545454545455
1
<0.1%
2
0.1%
78.66666666666667
1
<0.1%
0
0.0%
78.93333333333334
1
<0.1%
0
0.0%
80.0
2
0.1%
0
0.0%
LARGEST VALUES
296.94736842105266
1
<0.1%
0
0.0%
263.14285714285717
1
<0.1%
0
0.0%
254.0
1
<0.1%
0
0.0%
246.10526315789474
1
<0.1%
0
0.0%
240.0
1
<0.1%
0
0.0%
236.88888888888889
1
<0.1%
0
0.0%
235.57894736842104
1
<0.1%
0
0.0%
227.1578947368421
1
<0.1%
0
0.0%
214.9
1
<0.1%
0
0.0%
205.47058823529412
1
<0.1%
0
0.0%
199.125
1
<0.1%
0
0.0%
194.28571428571428
1
<0.1%
0
0.0%
193.2
1
<0.1%
0
0.0%
190.89473684210526
1
<0.1%
0
0.0%
190.47058823529412
1
<0.1%
0
0.0%
82
TotalOutSideSF
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
427
(29%)
418
(29%)
ZEROES:
254
(17%)
228
(16%)
MAX
1,027
1,424
95%
472
466
Q3
266
268
AVG
181
185
MEDIAN
164
166
Q1
45
51
5%
0
0
MIN
0
0
RANGE
1,027
1,424
IQR
221
217
STD
157
163
VAR
24,541
26,686
KURT.
1.76
5.65
SKEW
1.10
1.62
SUM
265k
269k
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
WoodDeckSF
0.74
OpenPorchSF
0.46
SalePrice
0.40
Centroide6
-0.40
GrLivArea
0.38
Spaciousness
0.38
Centroide7
0.36
PC1
0.34
BT_1Fam
0.34
1stFlrSF
0.29
TotalBsmtSF
0.29
ScreenPorch
0.29
Centroide8
0.27
GarageArea
0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PorchTypes
0.53
Cluster
0.40
OverallQual
0.32
Neighborhood
0.31
FireplaceQu
0.31
Fireplaces
0.31
MSSubClass
0.30
BsmtQual
0.27
KitchenQual
0.26
GarageCars
0.25
ExterQual
0.25
GarageFinish
0.24
FullBath
0.24
GarageType
0.24
MOST FREQUENT VALUES
0.0
254
17.4%
228
15.6%
120.0
21
1.4%
9
0.6%
192.0
18
1.2%
12
0.8%
168.0
16
1.1%
12
0.8%
140.0
15
1.0%
11
0.8%
40.0
14
1.0%
16
1.1%
36.0
13
0.9%
4
0.3%
240.0
12
0.8%
11
0.8%
96.0
11
0.8%
8
0.5%
28.0
10
0.7%
7
0.5%
144.0
10
0.7%
9
0.6%
116.0
9
0.6%
9
0.6%
45.0
9
0.6%
4
0.3%
148.0
9
0.6%
4
0.3%
224.0
9
0.6%
5
0.3%
SMALLEST VALUES
0.0
254
17.4%
228
15.6%
4.0
1
<0.1%
0
0.0%
16.0
2
0.1%
2
0.1%
18.0
2
0.1%
0
0.0%
19.0
1
<0.1%
0
0.0%
20.0
4
0.3%
5
0.3%
22.0
2
0.1%
2
0.1%
24.0
4
0.3%
7
0.5%
25.0
2
0.1%
3
0.2%
26.0
4
0.3%
3
0.2%
27.0
4
0.3%
2
0.1%
28.0
10
0.7%
7
0.5%
29.0
1
<0.1%
1
<0.1%
30.0
6
0.4%
5
0.3%
32.0
7
0.5%
13
0.9%
LARGEST VALUES
1027.0
1
<0.1%
0
0.0%
929.0
1
<0.1%
0
0.0%
832.0
1
<0.1%
0
0.0%
822.0
1
<0.1%
0
0.0%
804.0
1
<0.1%
0
0.0%
749.0
1
<0.1%
1
<0.1%
748.0
1
<0.1%
0
0.0%
739.0
1
<0.1%
0
0.0%
730.0
1
<0.1%
0
0.0%
711.0
1
<0.1%
0
0.0%
702.0
1
<0.1%
0
0.0%
701.0
1
<0.1%
0
0.0%
698.0
1
<0.1%
1
<0.1%
678.0
1
<0.1%
0
0.0%
670.0
2
0.1%
0
0.0%
83
MampQual
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
444
(30%)
427
(29%)
ZEROES:
869
(60%)
892
(61%)
MAX
1,378
1,224
95%
328
360
Q3
101
101
AVG
73
72
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
1,378
1,224
IQR
101
101
STD
140
139
VAR
19,739
19,407
KURT.
16.6
12.9
SKEW
3.39
3.11
SUM
107k
105k
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
MasVnrArea
0.97
PC1
0.53
SalePrice
0.48
Centroide6
-0.47
GrLivArea
0.44
Centroide7
0.44
TotalBsmtSF
0.41
MedNhbdArea
0.41
GarageArea
0.41
1stFlrSF
0.39
Centroide8
0.38
Spaciousness
0.37
Centroide1
0.34
YearBuilt
0.33

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MasVnrType
0.63
OverallQual
0.56
Neighborhood
0.56
ExterQual
0.48
Cluster
0.48
GarageCars
0.47
BsmtQual
0.44
KitchenQual
0.38
FireplaceQu
0.32
FullBath
0.32
GarageFinish
0.31
MSSubClass
0.30
RoofStyle
0.29
Fireplaces
0.28
MOST FREQUENT VALUES
0.0
869
59.5%
892
61.1%
11.2
5
0.3%
4
0.3%
216.0
5
0.3%
2
0.1%
168.0
5
0.3%
2
0.1%
102.0
5
0.3%
2
0.1%
54.0
4
0.3%
1
<0.1%
57.6
4
0.3%
1
<0.1%
67.2
4
0.3%
2
0.1%
74.19999999999999
4
0.3%
1
<0.1%
84.0
4
0.3%
2
0.1%
90.0
4
0.3%
1
<0.1%
32.0
4
0.3%
1
<0.1%
75.6
4
0.3%
1
<0.1%
44.4
3
0.2%
0
0.0%
101.5
3
0.2%
4
0.3%
SMALLEST VALUES
0.0
869
59.5%
892
61.1%
0.5
2
0.1%
0
0.0%
7.699999999999999
1
<0.1%
0
0.0%
9.6
1
<0.1%
0
0.0%
9.799999999999999
1
<0.1%
3
0.2%
11.2
5
0.3%
4
0.3%
12.6
2
0.1%
1
<0.1%
12.8
1
<0.1%
0
0.0%
15.399999999999999
1
<0.1%
0
0.0%
15.5
1
<0.1%
0
0.0%
16.799999999999997
1
<0.1%
1
<0.1%
16.8
1
<0.1%
1
<0.1%
18.0
1
<0.1%
0
0.0%
18.9
1
<0.1%
0
0.0%
19.200000000000003
1
<0.1%
0
0.0%
LARGEST VALUES
1378.0
1
<0.1%
0
0.0%
1170.0
1
<0.1%
0
0.0%
1120.0
1
<0.1%
0
0.0%
1031.0
1
<0.1%
0
0.0%
922.0
1
<0.1%
0
0.0%
816.0
1
<0.1%
0
0.0%
796.0
1
<0.1%
0
0.0%
783.0
1
<0.1%
0
0.0%
780.5
1
<0.1%
0
0.0%
780.0
1
<0.1%
0
0.0%
774.0
1
<0.1%
0
0.0%
762.0
1
<0.1%
0
0.0%
705.0
1
<0.1%
0
0.0%
694.8000000000001
1
<0.1%
0
0.0%
689.4
1
<0.1%
0
0.0%
84
BT_1Fam
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
788
(54%)
795
(54%)
ZEROES:
240
(16%)
254
(17%)
MAX
5,642
5,095
95%
2,450
2,385
Q3
1,733
1,671
MEDIAN
1,358
1,324
AVG
1,286
1,235
Q1
912
910
5%
0
0
MIN
0
0
RANGE
5,642
5,095
IQR
821
760
STD
757
727
VAR
573k
528k
KURT.
0.952
0.283
SKEW
0.072
-0.104
SUM
1.9M
1.8M
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.70
Centroide6
-0.62
TotRmsAbvGrd
0.57
Centroide7
0.56
SalePrice
0.55
LotFrontage
0.50
PC1
0.50
Spaciousness
0.49
BT_TwnhsE
-0.48
2ndFlrSF
0.48
PC2
0.47
Centroide1
0.46
1stFlrSF
0.40
Centroide5
-0.39

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MSSubClass
0.85
BldgType
0.75
Cluster
0.66
Neighborhood
0.52
BedroomAbvGr
0.49
OverallQual
0.45
FireplaceQu
0.41
Fireplaces
0.41
GarageCars
0.39
FullBath
0.38
HouseStyle
0.37
GarageType
0.36
HalfBath
0.35
KitchenAbvGr
0.33
MOST FREQUENT VALUES
0.0
240
16.4%
254
17.4%
864.0
22
1.5%
18
1.2%
894.0
11
0.8%
4
0.3%
1040.0
10
0.7%
9
0.6%
912.0
9
0.6%
5
0.3%
1456.0
7
0.5%
4
0.3%
816.0
6
0.4%
6
0.4%
1484.0
6
0.4%
1
<0.1%
1710.0
5
0.3%
0
0.0%
1200.0
5
0.3%
5
0.3%
990.0
5
0.3%
3
0.2%
1768.0
5
0.3%
1
<0.1%
1344.0
5
0.3%
2
0.1%
1494.0
5
0.3%
1
<0.1%
1144.0
5
0.3%
2
0.1%
SMALLEST VALUES
0.0
240
16.4%
254
17.4%
334.0
1
<0.1%
0
0.0%
438.0
1
<0.1%
0
0.0%
480.0
1
<0.1%
0
0.0%
520.0
1
<0.1%
0
0.0%
605.0
1
<0.1%
0
0.0%
616.0
1
<0.1%
0
0.0%
672.0
2
0.1%
3
0.2%
691.0
1
<0.1%
0
0.0%
693.0
1
<0.1%
0
0.0%
694.0
1
<0.1%
0
0.0%
698.0
1
<0.1%
0
0.0%
708.0
1
<0.1%
0
0.0%
720.0
3
0.2%
1
<0.1%
729.0
1
<0.1%
1
<0.1%
LARGEST VALUES
5642.0
1
<0.1%
0
0.0%
4676.0
1
<0.1%
0
0.0%
4476.0
1
<0.1%
0
0.0%
4316.0
1
<0.1%
0
0.0%
3627.0
1
<0.1%
0
0.0%
3608.0
1
<0.1%
0
0.0%
3493.0
1
<0.1%
0
0.0%
3447.0
1
<0.1%
0
0.0%
3279.0
1
<0.1%
0
0.0%
3238.0
1
<0.1%
0
0.0%
3228.0
1
<0.1%
0
0.0%
3222.0
1
<0.1%
0
0.0%
3194.0
1
<0.1%
0
0.0%
3140.0
1
<0.1%
0
0.0%
3112.0
1
<0.1%
0
0.0%
85
BT_2fmCon
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
31
(2%)
32
(2%)
ZEROES:
1,429
(98%)
1,428
(98%)
MAX
3,395
2,640
95%
0
0
Q3
0
0
AVG
33
31
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
3,395
2,640
IQR
0.00
0.00
STD
240
223
VAR
57,580
49,566
KURT.
72.1
60.7
SKEW
8.09
7.60
SUM
48,405
45,737
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BT_1Fam
-0.24
PC2
0.23
YearBuilt
-0.22
GarageYrBlt
-0.17
TotRmsAbvGrd
0.12
Centroide4
0.11
Centroide1
0.10
LowQualFinSF
0.10
PC1
-0.09
SalePrice
-0.09
2ndFlrSF
0.09
Centroide3
0.08
LotArea
0.08
Centroide2
-0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BldgType
0.94
MSSubClass
0.94
KitchenAbvGr
0.40
BedroomAbvGr
0.39
Neighborhood
0.28
CentralAir
0.23
ExterQual
0.22
PavedDrive
0.22
Condition2
0.21
GarageQual
0.20
HouseStyle
0.20
ExterCond
0.19
GarageType
0.18
MSZoning
0.18
MOST FREQUENT VALUES
0.0
1,429
97.9%
1,428
97.9%
1928.0
2
0.1%
0
0.0%
1387.0
1
<0.1%
0
0.0%
1912.0
1
<0.1%
0
0.0%
1889.0
1
<0.1%
0
0.0%
1622.0
1
<0.1%
0
0.0%
1699.0
1
<0.1%
0
0.0%
924.0
1
<0.1%
0
0.0%
2337.0
1
<0.1%
0
0.0%
1164.0
1
<0.1%
0
0.0%
1095.0
1
<0.1%
0
0.0%
1039.0
1
<0.1%
0
0.0%
936.0
1
<0.1%
0
0.0%
960.0
1
<0.1%
1
<0.1%
1092.0
1
<0.1%
0
0.0%
SMALLEST VALUES
0.0
1,429
97.9%
1,428
97.9%
754.0
1
<0.1%
0
0.0%
924.0
1
<0.1%
0
0.0%
936.0
1
<0.1%
0
0.0%
960.0
1
<0.1%
1
<0.1%
1039.0
1
<0.1%
0
0.0%
1056.0
1
<0.1%
0
0.0%
1077.0
1
<0.1%
0
0.0%
1092.0
1
<0.1%
0
0.0%
1095.0
1
<0.1%
0
0.0%
1118.0
1
<0.1%
0
0.0%
1164.0
1
<0.1%
0
0.0%
1294.0
1
<0.1%
0
0.0%
1336.0
1
<0.1%
0
0.0%
1347.0
1
<0.1%
0
0.0%
LARGEST VALUES
3395.0
1
<0.1%
0
0.0%
2414.0
1
<0.1%
0
0.0%
2337.0
1
<0.1%
0
0.0%
2291.0
1
<0.1%
0
0.0%
2290.0
1
<0.1%
0
0.0%
1928.0
2
0.1%
0
0.0%
1912.0
1
<0.1%
0
0.0%
1889.0
1
<0.1%
0
0.0%
1812.0
1
<0.1%
0
0.0%
1786.0
1
<0.1%
0
0.0%
1716.0
1
<0.1%
0
0.0%
1699.0
1
<0.1%
0
0.0%
1622.0
1
<0.1%
0
0.0%
1452.0
1
<0.1%
0
0.0%
1387.0
1
<0.1%
0
0.0%
86
BT_Duplex
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
42
(3%)
51
(3%)
ZEROES:
1,408
(96%)
1,402
(96%)
MAX
2,634
2,787
95%
0
0
Q3
0
0
AVG
56
68
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
2,634
2,787
IQR
0.00
0.00
STD
302
350
VAR
91,319
123k
KURT.
31.7
29.0
SKEW
5.62
5.37
SUM
81,500
99,007
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BT_1Fam
-0.31
TotRmsAbvGrd
0.20
TotalOutSideSF
-0.15
YearRemodAdd
-0.13
Spaciousness
-0.12
MedNhbdArea
-0.11
SalePrice
-0.10
1stFlrSF
0.10
OpenPorchSF
-0.09
MiscVal
0.09
WoodDeckSF
-0.08
Centroide8
0.07
PC2
0.07
Centroide7
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MSSubClass
0.96
BldgType
0.96
KitchenAbvGr
0.77
BedroomAbvGr
0.46
HalfBath
0.34
Foundation
0.29
BsmtQual
0.28
SaleCondition
0.27
BsmtFinType1
0.27
BsmtExposure
0.27
BsmtFinType2
0.27
BsmtCond
0.27
Condition2
0.26
BsmtFullBath
0.25
MOST FREQUENT VALUES
0.0
1,408
96.4%
1,402
96.1%
1728.0
5
0.3%
2
0.1%
1040.0
4
0.3%
1
<0.1%
816.0
2
0.1%
0
0.0%
1535.0
2
0.1%
1
<0.1%
1224.0
2
0.1%
1
<0.1%
1440.0
2
0.1%
1
<0.1%
1902.0
1
<0.1%
0
0.0%
980.0
1
<0.1%
0
0.0%
1958.0
1
<0.1%
0
0.0%
1734.0
1
<0.1%
0
0.0%
1680.0
1
<0.1%
0
0.0%
1664.0
1
<0.1%
1
<0.1%
936.0
1
<0.1%
0
0.0%
1258.0
1
<0.1%
0
0.0%
SMALLEST VALUES
0.0
1,408
96.4%
1,402
96.1%
816.0
2
0.1%
0
0.0%
936.0
1
<0.1%
0
0.0%
943.0
1
<0.1%
0
0.0%
980.0
1
<0.1%
0
0.0%
1004.0
1
<0.1%
0
0.0%
1040.0
4
0.3%
1
<0.1%
1056.0
1
<0.1%
0
0.0%
1152.0
1
<0.1%
4
0.3%
1190.0
1
<0.1%
0
0.0%
1200.0
1
<0.1%
1
<0.1%
1224.0
2
0.1%
1
<0.1%
1258.0
1
<0.1%
0
0.0%
1296.0
1
<0.1%
0
0.0%
1344.0
1
<0.1%
1
<0.1%
LARGEST VALUES
2634.0
1
<0.1%
0
0.0%
2620.0
1
<0.1%
0
0.0%
2274.0
1
<0.1%
0
0.0%
2240.0
1
<0.1%
0
0.0%
2200.0
1
<0.1%
0
0.0%
2020.0
1
<0.1%
0
0.0%
2002.0
1
<0.1%
0
0.0%
1960.0
1
<0.1%
0
0.0%
1959.0
1
<0.1%
0
0.0%
1958.0
1
<0.1%
0
0.0%
1920.0
1
<0.1%
1
<0.1%
1902.0
1
<0.1%
0
0.0%
1824.0
1
<0.1%
1
<0.1%
1800.0
1
<0.1%
1
<0.1%
1792.0
1
<0.1%
1
<0.1%
87
BT_Twnhs
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
25
(2%)
32
(2%)
ZEROES:
1,417
(97%)
1,406
(96%)
MAX
1,739
3,005
95%
0
0
Q3
0
0
AVG
38
45
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
1,739
3,005
IQR
0.00
0.00
STD
222
239
VAR
49,344
57,036
KURT.
35.4
37.9
SKEW
6.00
5.82
SUM
54,886
65,041
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotFrontage
-0.30
BT_1Fam
-0.29
Centroide2
0.17
Centroide9
0.17
1stFlrSF
-0.16
LotArea
-0.14
PC4
-0.14
PC2
-0.13
Centroide8
-0.12
Centroide3
0.12
Centroide6
0.12
TotalBsmtSF
-0.10
TotalOutSideSF
-0.10
YearBuilt
0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BldgType
0.97
MSSubClass
0.66
Neighborhood
0.50
Cluster
0.25
Exterior2nd
0.24
MSZoning
0.24
HouseStyle
0.19
Functional
0.15
MasVnrType
0.14
Exterior1st
0.14
HalfBath
0.11
LotShape
0.11
LotConfig
0.11
GarageType
0.11
MOST FREQUENT VALUES
0.0
1,417
97.1%
1,406
96.4%
987.0
6
0.4%
5
0.3%
630.0
4
0.3%
1
<0.1%
1626.0
3
0.2%
1
<0.1%
1218.0
3
0.2%
1
<0.1%
1709.0
3
0.2%
1
<0.1%
1456.0
2
0.1%
3
0.2%
1441.0
2
0.1%
0
0.0%
1302.0
2
0.1%
3
0.2%
1092.0
2
0.1%
10
0.7%
1314.0
2
0.1%
0
0.0%
988.0
1
<0.1%
2
0.1%
1216.0
1
<0.1%
0
0.0%
1739.0
1
<0.1%
0
0.0%
1556.0
1
<0.1%
0
0.0%
SMALLEST VALUES
0.0
1,417
97.1%
1,406
96.4%
630.0
4
0.3%
1
<0.1%
987.0
6
0.4%
5
0.3%
988.0
1
<0.1%
2
0.1%
1092.0
2
0.1%
10
0.7%
1216.0
1
<0.1%
0
0.0%
1218.0
3
0.2%
1
<0.1%
1223.0
1
<0.1%
1
<0.1%
1252.0
1
<0.1%
0
0.0%
1302.0
2
0.1%
3
0.2%
1306.0
1
<0.1%
1
<0.1%
1314.0
2
0.1%
0
0.0%
1344.0
1
<0.1%
0
0.0%
1382.0
1
<0.1%
0
0.0%
1416.0
1
<0.1%
0
0.0%
LARGEST VALUES
1739.0
1
<0.1%
0
0.0%
1709.0
3
0.2%
1
<0.1%
1626.0
3
0.2%
1
<0.1%
1573.0
1
<0.1%
1
<0.1%
1556.0
1
<0.1%
0
0.0%
1554.0
1
<0.1%
1
<0.1%
1525.0
1
<0.1%
0
0.0%
1501.0
1
<0.1%
1
<0.1%
1456.0
2
0.1%
3
0.2%
1441.0
2
0.1%
0
0.0%
1416.0
1
<0.1%
0
0.0%
1382.0
1
<0.1%
0
0.0%
1344.0
1
<0.1%
0
0.0%
1314.0
2
0.1%
0
0.0%
1306.0
1
<0.1%
1
<0.1%
88
BT_TwnhsE
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
87
(6%)
84
(6%)
ZEROES:
1,346
(92%)
1,346
(92%)
MAX
2,521
2,522
95%
1,224
1,280
Q3
0
0
AVG
102
107
MEDIAN
0
0
Q1
0
0
5%
0
0
MIN
0
0
RANGE
2,521
2,522
IQR
0.00
0.00
STD
362
377
VAR
131k
142k
KURT.
10.8
10.5
SKEW
3.46
3.42
SUM
150k
156k
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BT_1Fam
-0.48
LotFrontage
-0.34
PC2
-0.24
YearBuilt
0.24
GarageYrBlt
0.22
TotRmsAbvGrd
-0.19
YearRemodAdd
0.16
LotArea
-0.16
Centroide2
0.15
Spaciousness
0.14
Centroide4
-0.11
2ndFlrSF
-0.10
PC4
-0.09
Centroide9
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BldgType
0.97
MSSubClass
0.85
Neighborhood
0.57
BedroomAbvGr
0.37
BsmtQual
0.24
Exterior2nd
0.22
Foundation
0.21
ExterQual
0.21
Exterior1st
0.21
BsmtFinType1
0.20
MSZoning
0.20
GarageFinish
0.19
Cluster
0.18
OverallQual
0.18
MOST FREQUENT VALUES
0.0
1,346
92.2%
1,346
92.3%
848.0
10
0.7%
3
0.2%
1337.0
3
0.2%
4
0.3%
1072.0
3
0.2%
3
0.2%
1224.0
3
0.2%
0
0.0%
1200.0
3
0.2%
2
0.1%
1250.0
2
0.1%
0
0.0%
630.0
2
0.1%
0
0.0%
1092.0
2
0.1%
6
0.4%
1365.0
2
0.1%
1
<0.1%
1652.0
2
0.1%
0
0.0%
1368.0
2
0.1%
0
0.0%
1069.0
2
0.1%
1
<0.1%
1358.0
2
0.1%
3
0.2%
1504.0
2
0.1%
0
0.0%
SMALLEST VALUES
0.0
1,346
92.2%
1,346
92.3%
630.0
2
0.1%
0
0.0%
752.0
1
<0.1%
0
0.0%
767.0
1
<0.1%
0
0.0%
848.0
10
0.7%
3
0.2%
918.0
1
<0.1%
0
0.0%
923.0
1
<0.1%
0
0.0%
958.0
2
0.1%
0
0.0%
987.0
1
<0.1%
0
0.0%
1060.0
1
<0.1%
0
0.0%
1069.0
2
0.1%
1
<0.1%
1072.0
3
0.2%
3
0.2%
1088.0
1
<0.1%
0
0.0%
1092.0
2
0.1%
6
0.4%
1102.0
1
<0.1%
0
0.0%
LARGEST VALUES
2521.0
1
<0.1%
0
0.0%
2090.0
1
<0.1%
0
0.0%
1869.0
1
<0.1%
0
0.0%
1767.0
1
<0.1%
0
0.0%
1752.0
1
<0.1%
0
0.0%
1719.0
1
<0.1%
0
0.0%
1709.0
1
<0.1%
0
0.0%
1708.0
1
<0.1%
0
0.0%
1702.0
1
<0.1%
0
0.0%
1684.0
1
<0.1%
0
0.0%
1659.0
1
<0.1%
0
0.0%
1652.0
2
0.1%
0
0.0%
1646.0
1
<0.1%
3
0.2%
1625.0
1
<0.1%
1
<0.1%
1617.0
1
<0.1%
0
0.0%
89
PorchTypes
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
2
(<1%)
2
(<1%)
TOP CATEGORIES
SalePrice
(avg)
True
1,206
83%
1,231
84%
12.1
False
254
17%
228
16%
11.8
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
PorchTypes
PROVIDES INFORMATION ON...
KitchenAbvGr
0.07
KitchenQual
0.05
ExterQual
0.05
Foundation
0.05
BsmtQual
0.04
BsmtCond
0.04
BldgType
0.04
Electrical
0.04
GarageFinish
0.04
Heating
0.04
OverallQual
0.03
FullBath
0.03
Condition2
0.03
RoofMatl
0.03

THESE FEATURES
GIVE INFORMATION
ON PorchTypes:
OverallQual
0.13
MSSubClass
0.12
Neighborhood
0.12
KitchenQual
0.11
BsmtQual
0.11
Foundation
0.10
GarageFinish
0.10
ExterQual
0.09
Cluster
0.09
BsmtFinType1
0.08
Exterior1st
0.06
HeatingQC
0.06
FireplaceQu
0.06
BldgType
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PorchTypes
CORRELATION RATIO WITH...
TotalOutSideSF
0.53
WoodDeckSF
0.35
OpenPorchSF
0.32
SalePrice
0.30
YearRemodAdd
0.27
Spaciousness
0.25
PC1
0.25
Centroide6
0.25
MedNhbdArea
0.23
GrLivArea
0.23
BT_Duplex
0.21
Centroide5
0.20
BT_1Fam
0.20
GarageYrBlt
0.19
90
MedNhbdArea
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
23
(2%)
25
(2%)
ZEROES:
---
---
MAX
2,418
2,430
95%
1,850
1,822
Q3
1,603
1,552
MEDIAN
1,500
1,368
AVG
1,452
1,429
Q1
1,200
1,200
5%
1,106
1,034
MIN
1,092
1,034
RANGE
1,326
1,396
IQR
403
352
STD
279
272
VAR
78,077
74,173
KURT.
1.76
1.97
SKEW
1.06
1.06
SUM
2.1M
2.1M
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.65
PC1
0.57
GrLivArea
0.51
Centroide6
-0.51
Centroide7
0.48
Spaciousness
0.45
YearBuilt
0.43
GarageArea
0.42
GarageYrBlt
0.41
MampQual
0.41
YearRemodAdd
0.41
BT_1Fam
0.38
TotRmsAbvGrd
0.36
MasVnrArea
0.36

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
1.00
OverallQual
0.62
BsmtQual
0.55
ExterQual
0.55
Cluster
0.53
GarageCars
0.52
FullBath
0.51
KitchenQual
0.49
Foundation
0.49
MSSubClass
0.45
FireplaceQu
0.42
GarageFinish
0.42
BsmtFinType1
0.42
Fireplaces
0.37
MOST FREQUENT VALUES
1200.0
325
22.3%
218
14.9%
1500.0
167
11.4%
0
0.0%
1374.0
113
7.7%
0
0.0%
1564.5
86
5.9%
0
0.0%
1593.0
79
5.4%
0
0.0%
1850.0
77
5.3%
0
0.0%
1106.0
74
5.1%
0
0.0%
1664.0
73
5.0%
0
0.0%
1603.0
59
4.0%
0
0.0%
1210.5
58
4.0%
0
0.0%
1717.0
51
3.5%
0
0.0%
1204.0
49
3.4%
0
0.0%
2418.0
41
2.8%
0
0.0%
1689.5
38
2.6%
0
0.0%
1128.0
37
2.5%
0
0.0%
SMALLEST VALUES
1092.0
17
1.2%
20
1.4%
1106.0
74
5.1%
0
0.0%
1128.0
37
2.5%
0
0.0%
1155.0
16
1.1%
0
0.0%
1200.0
325
22.3%
218
14.9%
1204.0
49
3.4%
0
0.0%
1210.5
58
4.0%
0
0.0%
1322.0
9
0.6%
0
0.0%
1374.0
113
7.7%
0
0.0%
1392.5
2
0.1%
0
0.0%
1437.0
11
0.8%
0
0.0%
1500.0
167
11.4%
0
0.0%
1564.5
86
5.9%
0
0.0%
1593.0
79
5.4%
0
0.0%
1603.0
59
4.0%
0
0.0%
LARGEST VALUES
2418.0
41
2.8%
0
0.0%
1850.0
77
5.3%
0
0.0%
1742.0
25
1.7%
0
0.0%
1738.0
28
1.9%
0
0.0%
1717.0
51
3.5%
0
0.0%
1691.0
25
1.7%
0
0.0%
1689.5
38
2.6%
0
0.0%
1664.0
73
5.0%
0
0.0%
1603.0
59
4.0%
0
0.0%
1593.0
79
5.4%
0
0.0%
1564.5
86
5.9%
0
0.0%
1500.0
167
11.4%
0
0.0%
1437.0
11
0.8%
0
0.0%
1392.5
2
0.1%
0
0.0%
1374.0
113
7.7%
0
0.0%
91
Cluster
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
10
(<1%)
10
(<1%)
TOP CATEGORIES
SalePrice
(avg)
1
301
21%
233
16%
11.9
7
256
18%
264
18%
11.6
0
255
17%
106
7%
12.2
8
236
16%
1
<1%
11.8
4
229
16%
211
14%
12.3
5
104
7%
110
8%
12.5
3
56
4%
221
15%
12.7
9
15
1%
51
3%
12.4
2
4
<1%
250
17%
12.6
6
4
<1%
12
<1%
12.8
ALL
1,460
100%
1,459
100%
12.0
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Cluster
PROVIDES INFORMATION ON...
HouseStyle
0.48
PoolArea
0.39
MSSubClass
0.34
Street
0.32
PoolQC
0.32
HalfBath
0.31
FullBath
0.30
RoofMatl
0.23
Condition2
0.21
Utilities
0.19
BedroomAbvGr
0.18
GarageCars
0.18
ExterQual
0.18
OverallQual
0.17

THESE FEATURES
GIVE INFORMATION
ON Cluster:
MSSubClass
0.35
HouseStyle
0.32
Neighborhood
0.21
OverallQual
0.15
FullBath
0.13
HalfBath
0.11
BedroomAbvGr
0.11
GarageCars
0.10
GarageType
0.09
FireplaceQu
0.08
ExterQual
0.08
BsmtQual
0.08
Fireplaces
0.07
KitchenQual
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cluster
CORRELATION RATIO WITH...
2ndFlrSF
0.95
Centroide8
0.93
GrLivArea
0.93
Centroide7
0.93
Centroide6
0.92
Centroide5
0.92
Centroide0
0.92
Centroide3
0.92
1stFlrSF
0.91
Centroide1
0.91
Centroide4
0.91
LotArea
0.91
Centroide2
0.90
TotalBsmtSF
0.85
92
Centroide0
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
1,430
(98%)
1,446
(>99%)
ZEROES:
---
---
MAX
21.0
15.2
95%
3.7
5.0
Q3
2.8
4.3
MEDIAN
2.5
3.7
AVG
2.3
3.6
Q1
1.4
3.1
5%
0.5
1.3
MIN
0.2
0.3
RANGE
20.8
14.9
IQR
1.40
1.25
STD
1.35
1.17
VAR
1.82
1.36
KURT.
49.6
8.20
SKEW
4.48
0.405
SUM
3,351
5,263
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Centroide8
0.84
Centroide5
0.76
LotArea
0.60
1stFlrSF
0.55
Centroide2
-0.49
TotalBsmtSF
0.49
2ndFlrSF
-0.46
Centroide7
0.45
PC3
0.44
Centroide1
0.42
Centroide9
0.40
BsmtFinSF1
0.37
LotFrontage
0.33
PC1
0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cluster
0.92
HouseStyle
0.54
MSSubClass
0.53
OverallQual
0.35
BsmtExposure
0.35
HalfBath
0.35
RoofMatl
0.34
Neighborhood
0.34
LandSlope
0.32
PoolArea
0.32
BsmtFullBath
0.31
RoofStyle
0.25
BsmtQual
0.25
Fireplaces
0.24
MOST FREQUENT VALUES
2.8730692164379708
5
0.3%
0
0.0%
2.6730144431520517
5
0.3%
0
0.0%
3.2635569189058975
3
0.2%
0
0.0%
2.8732600921726594
3
0.2%
0
0.0%
0.9231676919327089
3
0.2%
0
0.0%
3.2744072197150267
3
0.2%
0
0.0%
2.706812973954478
3
0.2%
0
0.0%
1.9860093523867142
2
0.1%
0
0.0%
2.517272242108263
2
0.1%
0
0.0%
1.8871081791486615
2
0.1%
0
0.0%
2.7316955358031256
2
0.1%
0
0.0%
2.8730056512625772
2
0.1%
0
0.0%
2.782719347479294
2
0.1%
0
0.0%
2.895584959325539
2
0.1%
0
0.0%
2.7791759842341213
2
0.1%
0
0.0%
SMALLEST VALUES
0.21243271233317115
1
<0.1%
0
0.0%
0.22179077496066496
1
<0.1%
0
0.0%
0.22711326222669515
1
<0.1%
0
0.0%
0.24198160466386706
1
<0.1%
0
0.0%
0.2579511648040939
1
<0.1%
0
0.0%
0.27007007101418656
1
<0.1%
0
0.0%
0.27939698687493597
1
<0.1%
0
0.0%
0.3003249872586679
1
<0.1%
0
0.0%
0.30211592753296873
1
<0.1%
0
0.0%
0.3140079808914012
1
<0.1%
0
0.0%
0.32444437778734736
1
<0.1%
0
0.0%
0.32871251967219806
1
<0.1%
0
0.0%
0.330868734155771
1
<0.1%
0
0.0%
0.33228125556282373
1
<0.1%
0
0.0%
0.3341020276759898
1
<0.1%
0
0.0%
LARGEST VALUES
20.9643448507224
1
<0.1%
0
0.0%
17.637063374670426
1
<0.1%
0
0.0%
15.662036725165638
1
<0.1%
0
0.0%
14.981761450201866
1
<0.1%
0
0.0%
10.99707066224024
1
<0.1%
0
0.0%
9.775999054294468
1
<0.1%
0
0.0%
8.3975071593229
1
<0.1%
0
0.0%
7.545239166342102
1
<0.1%
0
0.0%
7.354766735671264
1
<0.1%
0
0.0%
6.673369675805517
1
<0.1%
0
0.0%
6.541636790848798
1
<0.1%
0
0.0%
6.23417847023867
1
<0.1%
0
0.0%
5.865780360113426
1
<0.1%
0
0.0%
5.842995721562549
1
<0.1%
0
0.0%
5.8391031391704304
1
<0.1%
0
0.0%
93
Centroide1
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
1,430
(98%)
1,446
(>99%)
ZEROES:
---
---
MAX
20.9
15.5
95%
4.0
4.0
Q3
2.5
3.1
AVG
2.0
2.4
MEDIAN
1.9
2.5
Q1
1.0
1.5
5%
0.4
0.5
MIN
0.1
0.1
RANGE
20.8
15.4
IQR
1.49
1.62
STD
1.44
1.24
VAR
2.09
1.53
KURT.
41.8
11.9
SKEW
4.34
1.55
SUM
2,884
3,511
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Centroide7
0.88
Centroide4
0.74
GrLivArea
0.70
LotArea
0.63
Centroide8
0.61
2ndFlrSF
0.56
TotRmsAbvGrd
0.54
Spaciousness
0.49
Centroide9
0.49
Centroide2
-0.47
PC2
0.47
BT_1Fam
0.46
Centroide0
0.42
PC1
0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cluster
0.91
MSSubClass
0.47
HouseStyle
0.46
FullBath
0.45
OverallQual
0.43
Neighborhood
0.43
BedroomAbvGr
0.38
Fireplaces
0.34
RoofMatl
0.33
PoolArea
0.33
GarageCars
0.32
FireplaceQu
0.31
LandSlope
0.30
HalfBath
0.30
MOST FREQUENT VALUES
1.375231366261923
5
0.3%
0
0.0%
2.746326959505374
5
0.3%
0
0.0%
2.5813465308813313
3
0.2%
0
0.0%
1.3755565070416538
3
0.2%
0
0.0%
2.158954301619152
3
0.2%
0
0.0%
2.589219481601419
3
0.2%
0
0.0%
1.4628857132551993
3
0.2%
0
0.0%
2.231744302660962
2
0.1%
0
0.0%
0.516982937318368
2
0.1%
0
0.0%
2.513783691045187
2
0.1%
0
0.0%
1.272516014524506
2
0.1%
0
0.0%
1.3751231003072757
2
0.1%
0
0.0%
1.2207955826702819
2
0.1%
0
0.0%
1.4351129039235626
2
0.1%
0
0.0%
1.2256120680859772
2
0.1%
0
0.0%
SMALLEST VALUES
0.11587725629136568
1
<0.1%
0
0.0%
0.13259114274851394
1
<0.1%
0
0.0%
0.15481849592878838
1
<0.1%
0
0.0%
0.16092669873412865
1
<0.1%
0
0.0%
0.1702466588648618
1
<0.1%
0
0.0%
0.1711947933689884
1
<0.1%
0
0.0%
0.17813864442148775
1
<0.1%
0
0.0%
0.18384503419519246
1
<0.1%
0
0.0%
0.19666183156344716
1
<0.1%
0
0.0%
0.20158352665926496
1
<0.1%
0
0.0%
0.2047349897072152
1
<0.1%
0
0.0%
0.20478477598039505
1
<0.1%
0
0.0%
0.20490614808465865
1
<0.1%
0
0.0%
0.20693692777125358
1
<0.1%
0
0.0%
0.2226522065596919
1
<0.1%
0
0.0%
LARGEST VALUES
20.929667364611134
1
<0.1%
0
0.0%
17.81373331951316
1
<0.1%
0
0.0%
15.66346455815534
1
<0.1%
0
0.0%
15.21174710105374
1
<0.1%
0
0.0%
10.85188110727135
1
<0.1%
0
0.0%
10.579403219224796
1
<0.1%
0
0.0%
8.932447760346943
1
<0.1%
0
0.0%
8.625808214042236
1
<0.1%
0
0.0%
8.072557493463046
1
<0.1%
0
0.0%
7.168293677475807
1
<0.1%
0
0.0%
7.15511407328621
1
<0.1%
0
0.0%
6.315291367613932
1
<0.1%
0
0.0%
6.258924662588328
1
<0.1%
0
0.0%
5.9748532711024565
1
<0.1%
0
0.0%
5.950058869664401
1
<0.1%
0
0.0%
94
Centroide2
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
1,430
(98%)
1,446
(>99%)
ZEROES:
---
---
MAX
17.7
17.7
95%
16.5
5.0
Q3
16.0
2.9
MEDIAN
15.7
2.1
AVG
15.6
2.3
Q1
15.4
1.3
5%
14.8
0.4
MIN
0.6
0.1
RANGE
17.1
17.6
IQR
0.557
1.62
STD
0.898
1.48
VAR
0.806
2.19
KURT.
123
11.2
SKEW
-8.86
1.98
SUM
22,810
3,365
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotArea
-0.92
Centroide8
-0.63
Centroide7
-0.58
LotFrontage
-0.57
Centroide0
-0.49
Centroide1
-0.47
1stFlrSF
-0.38
SalePrice
-0.36
TotalBsmtSF
-0.33
PC1
-0.31
BT_1Fam
-0.29
Spaciousness
-0.28
GrLivArea
-0.27
GarageArea
-0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cluster
0.90
LandSlope
0.53
Neighborhood
0.49
LandContour
0.38
Fireplaces
0.34
LotShape
0.33
MSSubClass
0.33
BsmtExposure
0.31
MSZoning
0.28
BldgType
0.27
BsmtFullBath
0.27
FireplaceQu
0.25
GarageType
0.25
GarageCars
0.23
MOST FREQUENT VALUES
16.35390586695443
5
0.3%
0
0.0%
16.867934291458994
5
0.3%
0
0.0%
16.191137272286532
3
0.2%
0
0.0%
16.35478461010714
3
0.2%
0
0.0%
16.379536040330304
3
0.2%
0
0.0%
16.32030300035187
3
0.2%
0
0.0%
16.40259839999313
3
0.2%
0
0.0%
16.67831217935814
2
0.1%
0
0.0%
15.240550027751759
2
0.1%
0
0.0%
16.71295159356719
2
0.1%
0
0.0%
16.121789050062397
2
0.1%
0
0.0%
16.353612953125342
2
0.1%
0
0.0%
15.884583886072896
2
0.1%
0
0.0%
16.171236214310102
2
0.1%
0
0.0%
15.748011135860612
2
0.1%
0
0.0%
SMALLEST VALUES
0.6126673227224766
1
<0.1%
0
0.0%
1.5526211933041547
1
<0.1%
0
0.0%
4.883278846949881
1
<0.1%
0
0.0%
5.370143987893652
1
<0.1%
0
0.0%
9.359325856959451
1
<0.1%
0
0.0%
10.884997208126594
1
<0.1%
0
0.0%
11.098604224568891
1
<0.1%
0
0.0%
11.292287948920814
1
<0.1%
0
0.0%
11.367747699863878
1
<0.1%
0
0.0%
11.738569695945007
1
<0.1%
0
0.0%
11.820389607820303
1
<0.1%
0
0.0%
12.170912354392865
1
<0.1%
0
0.0%
12.577807070567944
1
<0.1%
0
0.0%
12.760307886962192
1
<0.1%
0
0.0%
12.90045746138259
1
<0.1%
0
0.0%
LARGEST VALUES
17.677649643254842
1
<0.1%
0
0.0%
17.017974227978275
1
<0.1%
0
0.0%
16.867934291458994
5
0.3%
0
0.0%
16.85923600062976
1
<0.1%
0
0.0%
16.849891427645776
1
<0.1%
0
0.0%
16.849734020529016
1
<0.1%
0
0.0%
16.84854006699213
1
<0.1%
0
0.0%
16.84516170202746
1
<0.1%
0
0.0%
16.84448603532274
1
<0.1%
0
0.0%
16.841645531587297
1
<0.1%
0
0.0%
16.81797953420835
1
<0.1%
0
0.0%
16.814475022912983
1
<0.1%
0
0.0%
16.81002981913769
1
<0.1%
0
0.0%
16.80559048094195
1
<0.1%
0
0.0%
16.772298935039988
1
<0.1%
0
0.0%
95
Centroide3
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
1,430
(98%)
1,446
(>99%)
ZEROES:
---
---
MAX
20.2
18.2
95%
5.6
4.9
Q3
4.8
3.1
MEDIAN
4.2
2.2
AVG
4.0
2.5
Q1
3.2
1.7
5%
1.5
0.7
MIN
0.3
0.2
RANGE
19.9
18.0
IQR
1.57
1.39
STD
1.42
1.42
VAR
2.00
2.02
KURT.
18.1
14.5
SKEW
1.48
2.33
SUM
5,790
3,610
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Centroide4
0.84
Centroide9
0.76
Centroide6
0.67
1stFlrSF
-0.64
TotalBsmtSF
-0.62
PC1
-0.51
SalePrice
-0.47
Centroide5
0.41
GarageArea
-0.37
BsmtUnfSF
-0.37
PC3
-0.34
Centroide1
0.32
YearBuilt
-0.31
2ndFlrSF
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cluster
0.92
MSSubClass
0.48
Neighborhood
0.46
OverallQual
0.44
HouseStyle
0.39
GarageCars
0.39
BsmtQual
0.38
GarageType
0.37
ExterQual
0.34
MasVnrType
0.33
KitchenQual
0.33
GarageFinish
0.31
FireplaceQu
0.30
Foundation
0.29
MOST FREQUENT VALUES
4.9815807174290985
5
0.3%
0
0.0%
6.103905809002492
5
0.3%
0
0.0%
5.807175153912375
3
0.2%
0
0.0%
4.981753212806955
3
0.2%
0
0.0%
4.318683548503223
3
0.2%
0
0.0%
5.821260752593704
3
0.2%
0
0.0%
4.87817421089221
3
0.2%
0
0.0%
5.38502880139743
2
0.1%
0
0.0%
3.844018324094129
2
0.1%
0
0.0%
5.529046152462585
2
0.1%
0
0.0%
2.740645324059587
2
0.1%
0
0.0%
4.981523253911779
2
0.1%
0
0.0%
4.851061964548842
2
0.1%
0
0.0%
5.069176618489215
2
0.1%
0
0.0%
4.839046478665469
2
0.1%
0
0.0%
SMALLEST VALUES
0.2589219659359102
1
<0.1%
0
0.0%
0.2633991862198155
1
<0.1%
0
0.0%
0.29038105875275266
1
<0.1%
0
0.0%
0.3360744380353441
1
<0.1%
0
0.0%
0.3691917663278097
1
<0.1%
0
0.0%
0.3867512803407476
1
<0.1%
0
0.0%
0.3873802485295801
1
<0.1%
0
0.0%
0.41094507556100757
1
<0.1%
0
0.0%
0.44032613585685604
1
<0.1%
0
0.0%
0.44111578805641316
1
<0.1%
0
0.0%
0.4554728412699184
1
<0.1%
0
0.0%
0.4739377914181942
1
<0.1%
0
0.0%
0.519523604624328
1
<0.1%
0
0.0%
0.5487296805171082
1
<0.1%
0
0.0%
0.5583356871821491
1
<0.1%
0
0.0%
LARGEST VALUES
20.17206492029374
1
<0.1%
0
0.0%
15.216340281648957
1
<0.1%
0
0.0%
14.760389284503951
1
<0.1%
0
0.0%
14.303855059235914
1
<0.1%
0
0.0%
10.223389025947512
1
<0.1%
0
0.0%
7.419439927822456
1
<0.1%
0
0.0%
7.395717098567521
1
<0.1%
0
0.0%
6.983449480075538
1
<0.1%
0
0.0%
6.947690510306441
1
<0.1%
0
0.0%
6.719896069146458
1
<0.1%
0
0.0%
6.490647692109376
1
<0.1%
0
0.0%
6.450417703387454
1
<0.1%
0
0.0%
6.428765667594687
1
<0.1%
0
0.0%
6.356677828290863
1
<0.1%
0
0.0%
6.251713528129624
1
<0.1%
0
0.0%
96
Centroide4
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
1,430
(98%)
1,446
(>99%)
ZEROES:
---
---
MAX
20.6
16.5
95%
3.9
4.3
Q3
3.2
2.7
MEDIAN
2.7
2.0
AVG
2.5
2.1
Q1
1.5
1.2
5%
0.4
0.5
MIN
0.1
0.1
RANGE
20.4
16.5
IQR
1.70
1.44
STD
1.39
1.25
VAR
1.94
1.56
KURT.
35.6
16.4
SKEW
3.33
2.30
SUM
3,597
3,084
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Centroide3
0.84
Centroide9
0.77
Centroide1
0.74
2ndFlrSF
0.52
LotArea
0.49
Centroide7
0.39
PC3
-0.35
PC2
0.31
TotalBsmtSF
-0.31
Centroide5
0.29
1stFlrSF
-0.28
Centroide0
0.24
Centroide6
0.24
BsmtUnfSF
-0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cluster
0.91
MSSubClass
0.54
HouseStyle
0.51
Neighborhood
0.37
GarageType
0.32
LandSlope
0.29
PoolArea
0.28
RoofMatl
0.28
HalfBath
0.27
OverallQual
0.26
BedroomAbvGr
0.24
BsmtFullBath
0.23
LotShape
0.23
FullBath
0.22
MOST FREQUENT VALUES
2.927395545482562
5
0.3%
0
0.0%
4.170190985330608
5
0.3%
0
0.0%
3.919207030808618
3
0.2%
0
0.0%
2.927591698875002
3
0.2%
0
0.0%
2.7803609730172107
3
0.2%
0
0.0%
3.929228208955832
3
0.2%
0
0.0%
2.8865882214121052
3
0.2%
0
0.0%
3.5142355220890593
2
0.1%
0
0.0%
1.834813211068377
2
0.1%
0
0.0%
3.7211570959048244
2
0.1%
0
0.0%
0.9160578173484829
2
0.1%
0
0.0%
2.927330219818105
2
0.1%
0
0.0%
2.799547362232798
2
0.1%
0
0.0%
3.0126288256055576
2
0.1%
0
0.0%
2.7945884504412057
2
0.1%
0
0.0%
SMALLEST VALUES
0.13064317850623464
1
<0.1%
0
0.0%
0.1406728925832331
1
<0.1%
0
0.0%
0.14658692830651113
1
<0.1%
0
0.0%
0.15135407269414716
1
<0.1%
0
0.0%
0.16192312546927354
1
<0.1%
0
0.0%
0.16241808904290084
1
<0.1%
0
0.0%
0.1628881051838892
1
<0.1%
0
0.0%
0.16820756848196872
1
<0.1%
0
0.0%
0.17423574396409322
1
<0.1%
0
0.0%
0.17478982551005356
1
<0.1%
0
0.0%
0.19459938340008628
1
<0.1%
0
0.0%
0.19584024132993225
1
<0.1%
0
0.0%
0.20717183927068186
1
<0.1%
0
0.0%
0.21109999908399965
1
<0.1%
0
0.0%
0.21134742614067753
1
<0.1%
0
0.0%
LARGEST VALUES
20.579724061346397
1
<0.1%
0
0.0%
16.292834810752762
1
<0.1%
0
0.0%
15.42470396311775
1
<0.1%
0
0.0%
14.974979733116731
1
<0.1%
0
0.0%
10.484806259268067
1
<0.1%
0
0.0%
9.196557097776443
1
<0.1%
0
0.0%
7.793466214347077
1
<0.1%
0
0.0%
7.434345882806894
1
<0.1%
0
0.0%
6.484503180940094
1
<0.1%
0
0.0%
6.461066404394807
1
<0.1%
0
0.0%
6.252498859304377
1
<0.1%
0
0.0%
6.012082197972033
1
<0.1%
0
0.0%
5.58807553086017
1
<0.1%
0
0.0%
5.546944445824083
1
<0.1%
0
0.0%
5.382159156094771
1
<0.1%
0
0.0%
97
Centroide5
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
1,430
(98%)
1,446
(>99%)
ZEROES:
---
---
MAX
20.6
13.6
95%
4.8
5.4
Q3
4.0
4.4
MEDIAN
3.5
3.8
AVG
3.4
3.6
Q1
2.7
2.7
5%
1.2
1.2
MIN
0.3
0.3
RANGE
20.3
13.2
IQR
1.31
1.64
STD
1.30
1.27
VAR
1.69
1.62
KURT.
35.8
2.79
SKEW
2.97
0.086
SUM
4,928
5,181
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Centroide0
0.76
2ndFlrSF
-0.63
Centroide9
0.55
Centroide6
0.53
TotRmsAbvGrd
-0.53
GrLivArea
-0.52
Centroide3
0.41
LotArea
0.41
SalePrice
-0.39
PC3
0.39
BT_1Fam
-0.39
Centroide8
0.34
MedNhbdArea
-0.33
Centroide4
0.29

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cluster
0.92
MSSubClass
0.60
HouseStyle
0.56
BedroomAbvGr
0.45
HalfBath
0.43
OverallQual
0.40
FullBath
0.38
Neighborhood
0.38
Fireplaces
0.30
FireplaceQu
0.29
LandSlope
0.28
GarageCars
0.28
GarageType
0.27
Foundation
0.27
MOST FREQUENT VALUES
4.625989296890655
5
0.3%
0
0.0%
4.626076226401134
5
0.3%
0
0.0%
4.96166017634932
3
0.2%
0
0.0%
4.626159128347149
3
0.2%
0
0.0%
2.5325807521542427
3
0.2%
0
0.0%
4.975928548650719
3
0.2%
0
0.0%
4.390553082693599
3
0.2%
0
0.0%
3.9041238617664273
2
0.1%
0
0.0%
3.9128875662326963
2
0.1%
0
0.0%
3.797167562513959
2
0.1%
0
0.0%
3.485992880095262
2
0.1%
0
0.0%
4.625932724076883
2
0.1%
0
0.0%
4.518993988930502
2
0.1%
0
0.0%
4.675318029900719
2
0.1%
0
0.0%
4.508635298434163
2
0.1%
0
0.0%
SMALLEST VALUES
0.32061287951688155
1
<0.1%
0
0.0%
0.3264804931368601
1
<0.1%
0
0.0%
0.3864188425076401
1
<0.1%
0
0.0%
0.41098105873049023
1
<0.1%
0
0.0%
0.4352028974083158
1
<0.1%
0
0.0%
0.4946200600691401
1
<0.1%
0
0.0%
0.5011712935233416
1
<0.1%
0
0.0%
0.5016477825890913
1
<0.1%
0
0.0%
0.5230394430352936
1
<0.1%
0
0.0%
0.5230658715211527
1
<0.1%
0
0.0%
0.5368876863690598
1
<0.1%
0
0.0%
0.5441429658148407
1
<0.1%
0
0.0%
0.5642172795889132
1
<0.1%
0
0.0%
0.5667102284788511
1
<0.1%
0
0.0%
0.5698046921633048
1
<0.1%
0
0.0%
LARGEST VALUES
20.608996732341573
1
<0.1%
0
0.0%
15.972011686681148
1
<0.1%
0
0.0%
15.440021059542714
1
<0.1%
0
0.0%
14.68056237297551
1
<0.1%
0
0.0%
10.741219425129833
1
<0.1%
0
0.0%
7.91524044036887
1
<0.1%
0
0.0%
7.09746943587169
1
<0.1%
0
0.0%
6.6856521929800685
1
<0.1%
0
0.0%
6.447541839378999
1
<0.1%
0
0.0%
5.894112947944364
1
<0.1%
0
0.0%
5.640030701058811
1
<0.1%
0
0.0%
5.601951675220792
1
<0.1%
0
0.0%
5.580830996443797
1
<0.1%
0
0.0%
5.571759172088794
1
<0.1%
0
0.0%
5.571043952280463
1
<0.1%
0
0.0%
98
Centroide6
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
1,430
(98%)
1,446
(>99%)
ZEROES:
---
---
MAX
19.6
13.8
95%
12.6
8.6
Q3
11.7
7.6
MEDIAN
10.8
7.2
AVG
10.7
7.1
Q1
9.9
6.7
5%
8.3
5.6
MIN
1.0
1.5
RANGE
18.6
12.4
IQR
1.77
0.985
STD
1.40
0.945
VAR
1.95
0.893
KURT.
3.50
6.01
SKEW
-0.671
-0.844
SUM
15,631
10,389
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
-0.84
PC1
-0.81
1stFlrSF
-0.77
SalePrice
-0.77
TotalBsmtSF
-0.73
Spaciousness
-0.68
TotRmsAbvGrd
-0.67
Centroide7
-0.67
Centroide3
0.67
BT_1Fam
-0.62
GarageArea
-0.55
Centroide5
0.53
Centroide8
-0.51
MedNhbdArea
-0.51

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cluster
0.92
OverallQual
0.66
GarageCars
0.58
FullBath
0.58
Neighborhood
0.56
ExterQual
0.51
FireplaceQu
0.50
BsmtQual
0.50
KitchenQual
0.50
Fireplaces
0.47
MSSubClass
0.44
GarageFinish
0.41
GarageType
0.41
BedroomAbvGr
0.40
MOST FREQUENT VALUES
12.340129565739785
5
0.3%
0
0.0%
12.887415512498698
5
0.3%
0
0.0%
12.889904394727413
3
0.2%
0
0.0%
12.340355437867492
3
0.2%
0
0.0%
10.727587945038687
3
0.2%
0
0.0%
12.918562567421475
3
0.2%
0
0.0%
12.19704071484677
3
0.2%
0
0.0%
12.129169316745305
2
0.1%
0
0.0%
11.19239715893128
2
0.1%
0
0.0%
12.096588072867732
2
0.1%
0
0.0%
10.29043004108942
2
0.1%
0
0.0%
12.34005428875326
2
0.1%
0
0.0%
12.174345325809604
2
0.1%
0
0.0%
12.401442122659864
2
0.1%
0
0.0%
12.144893157684999
2
0.1%
0
0.0%
SMALLEST VALUES
1.0331816828813196
1
<0.1%
0
0.0%
3.551970096060545
1
<0.1%
0
0.0%
3.9710211568524025
1
<0.1%
0
0.0%
5.283771674194397
1
<0.1%
0
0.0%
5.492960544215387
1
<0.1%
0
0.0%
5.80054673883256
1
<0.1%
0
0.0%
6.1969013805692885
1
<0.1%
0
0.0%
6.417344350418354
1
<0.1%
0
0.0%
6.4780695891568225
1
<0.1%
0
0.0%
6.545480352863657
1
<0.1%
0
0.0%
6.659941639450775
1
<0.1%
0
0.0%
6.68119739646494
1
<0.1%
0
0.0%
6.77753812045884
1
<0.1%
0
0.0%
6.806868674554062
1
<0.1%
0
0.0%
6.814396181276046
1
<0.1%
0
0.0%
LARGEST VALUES
19.607051269687787
1
<0.1%
0
0.0%
15.769408635743043
1
<0.1%
0
0.0%
15.015136530426114
1
<0.1%
0
0.0%
14.579652643596074
1
<0.1%
0
0.0%
13.901580847630209
1
<0.1%
0
0.0%
13.64041881241391
1
<0.1%
0
0.0%
13.561041476843902
1
<0.1%
0
0.0%
13.470725554714845
1
<0.1%
0
0.0%
13.386493142547884
1
<0.1%
0
0.0%
13.380563054926705
1
<0.1%
0
0.0%
13.364966793813904
1
<0.1%
0
0.0%
13.322845426371495
1
<0.1%
0
0.0%
13.262090321311856
1
<0.1%
0
0.0%
13.240130816717356
1
<0.1%
0
0.0%
13.197722071143792
1
<0.1%
0
0.0%
99
Centroide7
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
1,430
(98%)
1,446
(>99%)
ZEROES:
---
---
MAX
21.3
16.9
95%
4.8
3.9
Q3
3.0
2.9
AVG
2.3
2.4
MEDIAN
2.1
2.5
Q1
1.3
1.6
5%
0.4
0.6
MIN
0.2
0.3
RANGE
21.2
16.6
IQR
1.77
1.26
STD
1.64
1.18
VAR
2.68
1.39
KURT.
27.2
21.0
SKEW
3.36
2.29
SUM
3,394
3,460
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Centroide1
0.88
GrLivArea
0.84
Centroide8
0.79
PC1
0.70
Centroide6
-0.67
Spaciousness
0.67
TotRmsAbvGrd
0.66
SalePrice
0.65
1stFlrSF
0.65
LotArea
0.64
Centroide2
-0.58
BT_1Fam
0.56
TotalBsmtSF
0.56
LotFrontage
0.49

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cluster
0.93
FullBath
0.58
OverallQual
0.58
Neighborhood
0.51
GarageCars
0.49
Fireplaces
0.47
FireplaceQu
0.45
ExterQual
0.44
KitchenQual
0.42
BsmtQual
0.42
MSSubClass
0.41
BedroomAbvGr
0.40
GarageFinish
0.36
HouseStyle
0.35
MOST FREQUENT VALUES
0.46518080282113994
5
0.3%
0
0.0%
1.758908983980759
5
0.3%
0
0.0%
1.7300329163482004
3
0.2%
0
0.0%
0.4658563594160026
3
0.2%
0
0.0%
2.4014820291875356
3
0.2%
0
0.0%
1.7303423650318184
3
0.2%
0
0.0%
0.828407799444749
3
0.2%
0
0.0%
1.6040987016241512
2
0.1%
0
0.0%
1.269573453480814
2
0.1%
0
0.0%
1.9356994714949927
2
0.1%
0
0.0%
2.4612254872282575
2
0.1%
0
0.0%
0.46495578775589835
2
0.1%
0
0.0%
0.3438670951358546
2
0.1%
0
0.0%
0.3437236337260255
2
0.1%
0
0.0%
0.41390337299296776
2
0.1%
0
0.0%
SMALLEST VALUES
0.17756042669692007
1
<0.1%
0
0.0%
0.1944947619067465
1
<0.1%
0
0.0%
0.21298038460980684
1
<0.1%
0
0.0%
0.24179912987314406
1
<0.1%
0
0.0%
0.2750578847785845
1
<0.1%
0
0.0%
0.28628379460491216
1
<0.1%
0
0.0%
0.2878771023760492
1
<0.1%
0
0.0%
0.305407625282319
1
<0.1%
0
0.0%
0.30861358145197804
1
<0.1%
0
0.0%
0.3101867136664905
1
<0.1%
0
0.0%
0.3103036334526706
1
<0.1%
0
0.0%
0.3104053857310869
1
<0.1%
0
0.0%
0.3115778976978579
1
<0.1%
0
0.0%
0.3141753406390123
1
<0.1%
0
0.0%
0.31551976029788686
1
<0.1%
0
0.0%
LARGEST VALUES
21.336656236051425
1
<0.1%
0
0.0%
19.097433506468718
1
<0.1%
0
0.0%
16.00744628753561
1
<0.1%
0
0.0%
15.554055291561738
1
<0.1%
0
0.0%
11.757007947209262
1
<0.1%
0
0.0%
11.345349072314697
1
<0.1%
0
0.0%
9.946379881868037
1
<0.1%
0
0.0%
9.680317929661323
1
<0.1%
0
0.0%
9.391315958948528
1
<0.1%
0
0.0%
8.050973247884425
1
<0.1%
0
0.0%
7.942588694224551
1
<0.1%
0
0.0%
7.288344837686932
1
<0.1%
0
0.0%
7.0846678150796345
1
<0.1%
0
0.0%
7.037218976499439
1
<0.1%
0
0.0%
6.872873730338474
1
<0.1%
0
0.0%
100
Centroide8
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
1,430
(98%)
1,446
(>99%)
ZEROES:
---
1
(<1%)
MAX
21.4
19.7
95%
4.5
18.7
Q3
2.9
17.6
AVG
2.3
16.6
MEDIAN
2.0
16.9
Q1
1.5
15.8
5%
0.6
14.0
MIN
0.1
0.0
RANGE
21.3
19.7
IQR
1.41
1.88
STD
1.51
1.52
VAR
2.27
2.32
KURT.
38.3
9.91
SKEW
4.16
-1.55
SUM
3,318
24,211
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Centroide0
0.84
1stFlrSF
0.81
Centroide7
0.79
TotalBsmtSF
0.71
LotArea
0.67
Centroide2
-0.63
PC1
0.62
Centroide1
0.61
Centroide6
-0.51
LotFrontage
0.51
Spaciousness
0.49
SalePrice
0.48
GrLivArea
0.48
BsmtFinSF1
0.45

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cluster
0.93
OverallQual
0.47
Neighborhood
0.47
GarageCars
0.40
MSSubClass
0.40
BsmtExposure
0.38
Fireplaces
0.38
BsmtQual
0.37
ExterQual
0.36
KitchenQual
0.35
HouseStyle
0.35
RoofMatl
0.35
FullBath
0.34
BsmtFullBath
0.33
MOST FREQUENT VALUES
1.8501650989567258
5
0.3%
0
0.0%
1.2981761577767763
5
0.3%
0
0.0%
2.3306705628346283
3
0.2%
0
0.0%
1.8503105772816364
3
0.2%
0
0.0%
1.1970669191090126
3
0.2%
0
0.0%
2.327995297832207
3
0.2%
0
0.0%
1.8229491069679553
3
0.2%
0
0.0%
0.718939372814637
2
0.1%
0
0.0%
2.142417205117747
2
0.1%
0
0.0%
0.6958577090277744
2
0.1%
0
0.0%
2.8931672797367636
2
0.1%
0
0.0%
1.850116701296441
2
0.1%
0
0.0%
1.8310052575741322
2
0.1%
0
0.0%
1.839940617628181
2
0.1%
0
0.0%
1.8492564901140243
2
0.1%
0
0.0%
SMALLEST VALUES
0.14116512113018978
1
<0.1%
0
0.0%
0.142019668768852
1
<0.1%
0
0.0%
0.20310723423976082
1
<0.1%
0
0.0%
0.20443255462148827
1
<0.1%
0
0.0%
0.23287160913144236
1
<0.1%
0
0.0%
0.2617749073203254
1
<0.1%
0
0.0%
0.26235072651103797
1
<0.1%
0
0.0%
0.28296505706841724
1
<0.1%
0
0.0%
0.2895182665379242
1
<0.1%
0
0.0%
0.29085893989106903
1
<0.1%
0
0.0%
0.2943604999112623
1
<0.1%
0
0.0%
0.2974048278463712
1
<0.1%
0
0.0%
0.30275328974076804
1
<0.1%
0
0.0%
0.304520952901173
1
<0.1%
0
0.0%
0.30844017990344696
1
<0.1%
0
0.0%
LARGEST VALUES
21.428965658657415
1
<0.1%
0
0.0%
18.84604860388079
1
<0.1%
0
0.0%
16.074599467074297
1
<0.1%
0
0.0%
15.45916810156155
1
<0.1%
0
0.0%
11.478558715459526
1
<0.1%
0
0.0%
11.120957795513762
1
<0.1%
0
0.0%
9.412311936224052
1
<0.1%
0
0.0%
8.930016937437696
1
<0.1%
0
0.0%
8.74511468737251
1
<0.1%
0
0.0%
7.412221898017908
1
<0.1%
0
0.0%
7.163080412975457
1
<0.1%
0
0.0%
7.090996735679645
1
<0.1%
0
0.0%
7.063218740465656
1
<0.1%
0
0.0%
7.020314230804953
1
<0.1%
0
0.0%
6.766251446420544
1
<0.1%
0
0.0%
101
Centroide9
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
1,430
(98%)
1,446
(>99%)
ZEROES:
---
---
MAX
17.3
18.0
95%
5.3
5.2
Q3
4.5
3.4
AVG
4.2
2.9
MEDIAN
4.2
2.7
Q1
3.8
2.1
5%
3.3
1.7
MIN
1.2
0.2
RANGE
16.1
17.8
IQR
0.760
1.27
STD
0.842
1.24
VAR
0.709
1.55
KURT.
71.5
18.9
SKEW
5.32
2.66
SUM
6,145
4,280
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Centroide4
0.77
Centroide3
0.76
Centroide5
0.55
Centroide1
0.49
Centroide6
0.42
Centroide0
0.40
SalePrice
-0.27
1stFlrSF
-0.24
LotArea
0.23
TotalBsmtSF
-0.20
GarageArea
-0.20
PC1
-0.20
Centroide7
0.19
BT_Twnhs
0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cluster
0.82
RoofMatl
0.38
PoolArea
0.37
MSSubClass
0.37
Neighborhood
0.36
GarageType
0.29
OverallQual
0.28
MSZoning
0.28
LotShape
0.25
Fireplaces
0.25
BldgType
0.24
Exterior2nd
0.22
GarageCars
0.22
BsmtFullBath
0.22
MOST FREQUENT VALUES
4.969813328813774
5
0.3%
0
0.0%
5.721604206985689
5
0.3%
0
0.0%
5.159765483085597
3
0.2%
0
0.0%
4.970541669081317
3
0.2%
0
0.0%
4.669937616344986
3
0.2%
0
0.0%
5.25466385216146
3
0.2%
0
0.0%
4.9017523558024205
3
0.2%
0
0.0%
5.258751035721142
2
0.1%
0
0.0%
3.666807967416583
2
0.1%
0
0.0%
5.341333831497485
2
0.1%
0
0.0%
4.243959797317161
2
0.1%
0
0.0%
4.969570561359894
2
0.1%
0
0.0%
4.5631675666553955
2
0.1%
0
0.0%
4.86969055295787
2
0.1%
0
0.0%
4.455018860750976
2
0.1%
0
0.0%
SMALLEST VALUES
1.1796411790725163
1
<0.1%
0
0.0%
1.342879260173683
1
<0.1%
0
0.0%
1.358260170974973
1
<0.1%
0
0.0%
1.3815934516686443
1
<0.1%
0
0.0%
1.453920715417085
1
<0.1%
0
0.0%
1.5951497194713566
1
<0.1%
0
0.0%
1.6448742687720987
1
<0.1%
0
0.0%
1.775609745063041
1
<0.1%
0
0.0%
1.9875100165411383
1
<0.1%
0
0.0%
2.12297288603583
1
<0.1%
0
0.0%
2.198080855565915
1
<0.1%
0
0.0%
2.224521199058419
1
<0.1%
0
0.0%
2.2709607562495786
1
<0.1%
0
0.0%
2.314906864655776
1
<0.1%
0
0.0%
2.3924256783916933
1
<0.1%
0
0.0%
LARGEST VALUES
17.26720286320359
1
<0.1%
0
0.0%
15.591983612304187
1
<0.1%
0
0.0%
12.049777872713928
1
<0.1%
0
0.0%
11.53200748741088
1
<0.1%
0
0.0%
8.442022461366463
1
<0.1%
0
0.0%
7.804436959199457
1
<0.1%
0
0.0%
7.380435343642574
1
<0.1%
0
0.0%
7.2386714524239535
1
<0.1%
0
0.0%
7.178569216213722
1
<0.1%
0
0.0%
6.594256658858747
1
<0.1%
0
0.0%
6.116154443192745
1
<0.1%
0
0.0%
6.061884622639809
1
<0.1%
0
0.0%
5.884595779656707
1
<0.1%
0
0.0%
5.761575188157965
1
<0.1%
0
0.0%
5.721604206985689
5
0.3%
0
0.0%
102
PC1
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
1,432
(98%)
1,424
(98%)
ZEROES:
---
---
MAX
12.7
10.5
95%
2.4
2.7
Q3
0.9
1.0
AVG
-0.0
0.0
MEDIAN
-0.1
-0.1
Q1
-1.1
-1.1
5%
-2.2
-2.2
MIN
-3.9
-3.9
RANGE
16.6
14.4
IQR
2.00
2.07
STD
1.50
1.52
VAR
2.25
2.32
KURT.
3.51
1.29
SKEW
0.744
0.566
SUM
-1.78e-15
-4.26e-14
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.85
GarageArea
0.83
Centroide6
-0.81
TotalBsmtSF
0.79
1stFlrSF
0.73
GrLivArea
0.70
Centroide7
0.70
YearBuilt
0.67
GarageYrBlt
0.67
Spaciousness
0.62
Centroide8
0.62
MedNhbdArea
0.57
MampQual
0.53
Centroide3
-0.51

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cluster
0.81
GarageCars
0.80
OverallQual
0.76
Neighborhood
0.72
BsmtQual
0.68
ExterQual
0.66
GarageFinish
0.63
KitchenQual
0.62
FullBath
0.61
GarageType
0.59
Foundation
0.57
MSSubClass
0.57
MasVnrType
0.49
BsmtFinType1
0.47
MOST FREQUENT VALUES
-0.4950761591556566
6
0.4%
0
0.0%
-0.5099479642809197
4
0.3%
0
0.0%
0.31506559118416366
3
0.2%
0
0.0%
0.2221401226179408
3
0.2%
0
0.0%
-1.4897958032522727
2
0.1%
0
0.0%
-1.6708028482482622
2
0.1%
0
0.0%
-1.801080859559321
2
0.1%
0
0.0%
-1.1998012414333874
2
0.1%
0
0.0%
0.7442795390086812
2
0.1%
0
0.0%
-2.5084704968919023
2
0.1%
0
0.0%
-0.3699150541474612
2
0.1%
0
0.0%
-2.538214107142428
2
0.1%
0
0.0%
-0.6423258854730813
2
0.1%
0
0.0%
-1.7005464584987884
2
0.1%
0
0.0%
-0.30843879916291755
2
0.1%
0
0.0%
SMALLEST VALUES
-3.9123601440691846
1
<0.1%
0
0.0%
-3.740896519162747
1
<0.1%
0
0.0%
-3.4747678502538606
1
<0.1%
0
0.0%
-3.4260675155777283
1
<0.1%
0
0.0%
-3.4240752111106723
1
<0.1%
0
0.0%
-3.4010243995295597
1
<0.1%
0
0.0%
-3.3823659119997385
1
<0.1%
0
0.0%
-3.330051767207092
1
<0.1%
0
0.0%
-3.251411305712048
1
<0.1%
0
0.0%
-3.225489241671728
1
<0.1%
0
0.0%
-3.165994467570216
1
<0.1%
0
0.0%
-3.1651689382881947
1
<0.1%
0
0.0%
-3.093963132746814
1
<0.1%
0
0.0%
-3.0927277260942283
1
<0.1%
0
0.0%
-3.089325638558596
1
<0.1%
0
0.0%
LARGEST VALUES
12.702007133060265
1
<0.1%
0
0.0%
6.8956525872953085
1
<0.1%
0
0.0%
5.483460200137251
1
<0.1%
0
0.0%
5.41749619366692
1
<0.1%
0
0.0%
4.585084712666116
1
<0.1%
0
0.0%
4.556505362988122
1
<0.1%
0
0.0%
4.358371819508424
1
<0.1%
0
0.0%
4.284874383121572
1
<0.1%
0
0.0%
4.191644725455528
1
<0.1%
0
0.0%
4.18396121556978
1
<0.1%
0
0.0%
4.175543534251751
1
<0.1%
0
0.0%
4.139188462295327
1
<0.1%
0
0.0%
4.124981863614184
1
<0.1%
0
0.0%
3.942952042265128
1
<0.1%
0
0.0%
3.929679222904035
1
<0.1%
0
0.0%
103
PC2
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
1,431
(98%)
1,425
(98%)
ZEROES:
---
---
MAX
5.32
4.28
95%
1.59
1.57
Q3
0.46
0.50
AVG
0.00
0.00
MEDIAN
-0.20
-0.17
Q1
-0.62
-0.62
5%
-1.13
-1.05
MIN
-1.68
-1.69
RANGE
6.99
5.96
IQR
1.08
1.12
STD
0.898
0.843
VAR
0.807
0.710
KURT.
2.94
1.42
SKEW
1.30
1.01
SUM
4.75e-14
5.68e-14
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
-0.66
GrLivArea
0.59
TotRmsAbvGrd
0.54
GarageYrBlt
-0.52
Centroide1
0.47
BT_1Fam
0.47
2ndFlrSF
0.46
Centroide7
0.46
Centroide6
-0.41
Spaciousness
0.37
EnclosedPorch
0.32
Centroide4
0.31
Centroide5
-0.27
YearRemodAdd
-0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MSSubClass
0.71
Neighborhood
0.66
Cluster
0.58
HouseStyle
0.56
BedroomAbvGr
0.51
Foundation
0.48
Exterior1st
0.47
Exterior2nd
0.46
OverallCond
0.39
BsmtQual
0.38
BldgType
0.35
PavedDrive
0.29
BsmtFinType1
0.29
MSZoning
0.28
MOST FREQUENT VALUES
-1.6769103248671398
6
0.4%
0
0.0%
-1.6525178539046455
4
0.3%
0
0.0%
-1.5337302804634745
3
0.2%
0
0.0%
-0.7122987867509076
3
0.2%
0
0.0%
-0.5460484246600378
3
0.2%
0
0.0%
-1.1362637385179881
2
0.1%
0
0.0%
-1.1097401628426642
2
0.1%
0
0.0%
-1.0864392550628224
2
0.1%
0
0.0%
-0.5742029706038833
2
0.1%
0
0.0%
-1.0376543131378333
2
0.1%
0
0.0%
-0.9611689992977147
2
0.1%
0
0.0%
-0.7888670104289078
2
0.1%
0
0.0%
-0.7400820685039184
2
0.1%
0
0.0%
-1.0101265103587873
2
0.1%
0
0.0%
-0.9272603688389428
2
0.1%
0
0.0%
SMALLEST VALUES
-1.6769103248671398
6
0.4%
0
0.0%
-1.6525178539046455
4
0.3%
0
0.0%
-1.647628132292288
1
<0.1%
0
0.0%
-1.5337302804634745
3
0.2%
0
0.0%
-1.455250425932059
1
<0.1%
0
0.0%
-1.4455614290370564
1
<0.1%
0
0.0%
-1.4236206449210211
2
0.1%
0
0.0%
-1.3470620987772903
1
<0.1%
0
0.0%
-1.3432229089575696
2
0.1%
0
0.0%
-1.3427224600313141
1
<0.1%
0
0.0%
-1.3311706107852503
1
<0.1%
0
0.0%
-1.3243835633403525
1
<0.1%
0
0.0%
-1.3229872691556555
1
<0.1%
0
0.0%
-1.3217108728504845
1
<0.1%
0
0.0%
-1.3188304379950748
1
<0.1%
0
0.0%
LARGEST VALUES
5.315613132824578
1
<0.1%
0
0.0%
4.693069542211211
1
<0.1%
0
0.0%
4.459891598475795
1
<0.1%
0
0.0%
4.02660000988705
1
<0.1%
0
0.0%
3.5594190991866475
1
<0.1%
0
0.0%
3.5450132511285424
1
<0.1%
0
0.0%
3.5206739276442063
1
<0.1%
0
0.0%
3.4062703372059433
1
<0.1%
0
0.0%
3.365586781353088
1
<0.1%
0
0.0%
3.2823506470442867
1
<0.1%
0
0.0%
3.21891546297969
1
<0.1%
0
0.0%
3.1792843026942843
1
<0.1%
0
0.0%
3.123799930328225
1
<0.1%
0
0.0%
3.096252699909304
1
<0.1%
0
0.0%
3.0494550677633407
1
<0.1%
0
0.0%
104
PC3
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
1,431
(98%)
1,424
(98%)
ZEROES:
---
---
MAX
5.07
4.52
95%
1.00
1.02
Q3
0.51
0.50
MEDIAN
0.07
0.12
AVG
0.00
-0.00
Q1
-0.51
-0.51
5%
-1.19
-1.22
MIN
-2.82
-3.40
RANGE
7.88
7.92
IQR
1.02
1.01
STD
0.723
0.735
VAR
0.523
0.540
KURT.
2.21
1.44
SKEW
-0.084
-0.340
SUM
2.49e-14
5.33e-15
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotalBsmtSF
0.60
2ndFlrSF
-0.57
Centroide0
0.44
Centroide5
0.39
1stFlrSF
0.36
Centroide4
-0.35
Centroide3
-0.34
GarageArea
-0.34
Centroide8
0.33
BsmtFinSF1
0.29
BsmtUnfSF
0.24
TotRmsAbvGrd
-0.24
GrLivArea
-0.21
Centroide1
-0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Cluster
0.63
MSSubClass
0.58
HouseStyle
0.57
BsmtFinType1
0.39
BsmtQual
0.39
GarageType
0.38
BsmtExposure
0.38
HalfBath
0.37
BsmtFinType2
0.36
BsmtCond
0.36
GarageCars
0.35
Foundation
0.34
Neighborhood
0.28
GarageQual
0.27
MOST FREQUENT VALUES
-0.002544190477293746
6
0.4%
0
0.0%
0.00040230653575418587
4
0.3%
0
0.0%
-0.9291346929788697
3
0.2%
0
0.0%
-0.7123018217369459
3
0.2%
0
0.0%
-0.1672516453182043
3
0.2%
0
0.0%
0.360196580157613
2
0.1%
0
0.0%
0.15862876974827367
2
0.1%
0
0.0%
0.7185252799223244
2
0.1%
0
0.0%
-0.3174969628060248
2
0.1%
0
0.0%
0.7244182739484203
2
0.1%
0
0.0%
-1.1503484880897021
2
0.1%
0
0.0%
-0.33854638557988986
2
0.1%
0
0.0%
-0.332653391553794
2
0.1%
0
0.0%
0.037753657506279965
2
0.1%
0
0.0%
0.5680567941527135
2
0.1%
0
0.0%
SMALLEST VALUES
-2.815430415545222
1
<0.1%
0
0.0%
-2.779214910911122
1
<0.1%
0
0.0%
-2.754403298721654
1
<0.1%
0
0.0%
-2.6410609069822724
1
<0.1%
0
0.0%
-2.547654800153556
1
<0.1%
0
0.0%
-2.4550056281084407
1
<0.1%
0
0.0%
-2.3792618614438275
1
<0.1%
0
0.0%
-2.282149062855598
1
<0.1%
0
0.0%
-2.026890575755542
1
<0.1%
0
0.0%
-2.001289703205031
1
<0.1%
0
0.0%
-1.9569822427691053
1
<0.1%
0
0.0%
-1.8949609795122841
1
<0.1%
0
0.0%
-1.873136262372842
1
<0.1%
0
0.0%
-1.817387854415133
1
<0.1%
0
0.0%
-1.8097558625976367
1
<0.1%
0
0.0%
LARGEST VALUES
5.066329272061151
1
<0.1%
0
0.0%
3.0156328266235755
1
<0.1%
0
0.0%
2.8693876546439347
1
<0.1%
0
0.0%
2.809882705093405
1
<0.1%
0
0.0%
2.3065888940069508
1
<0.1%
0
0.0%
2.2434156638881655
1
<0.1%
0
0.0%
2.0274021517842455
1
<0.1%
0
0.0%
1.8456056770264386
1
<0.1%
0
0.0%
1.7807827427393839
1
<0.1%
0
0.0%
1.7075036093492384
1
<0.1%
0
0.0%
1.6779976724748054
1
<0.1%
0
0.0%
1.630460184963086
1
<0.1%
0
0.0%
1.5588945183151341
1
<0.1%
0
0.0%
1.5415928994071444
1
<0.1%
0
0.0%
1.4792058671065913
1
<0.1%
0
0.0%
105
PC4
VALUES:
1,460
(100%)
1,459
(100%)
MISSING:
---
---
DISTINCT:
1,432
(98%)
1,424
(98%)
ZEROES:
---
---
MAX
3.63
4.27
95%
1.13
1.13
Q3
0.39
0.38
AVG
-0.00
-0.00
MEDIAN
-0.04
-0.04
Q1
-0.41
-0.41
5%
-0.96
-0.97
MIN
-2.43
-2.89
RANGE
6.06
7.15
IQR
0.802
0.781
STD
0.647
0.657
VAR
0.418
0.432
KURT.
1.40
2.25
SKEW
0.420
0.454
SUM
8.88e-15
2.31e-14
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GarageArea
0.45
2ndFlrSF
-0.44
GrLivArea
-0.33
YearBuilt
-0.32
TotRmsAbvGrd
-0.29
Centroide5
0.27
Centroide1
-0.26
Centroide7
-0.22
Centroide4
-0.22
YearRemodAdd
-0.22
Centroide0
0.21
MedNhbdArea
-0.20
SalePrice
-0.16
Centroide6
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageType
0.52
MSSubClass
0.51
Neighborhood
0.43
HouseStyle
0.42
GarageFinish
0.42
Cluster
0.42
GarageCars
0.36
HalfBath
0.35
FullBath
0.35
BsmtQual
0.34
GarageCond
0.34
GarageQual
0.33
BedroomAbvGr
0.30
Foundation
0.30
MOST FREQUENT VALUES
-0.14163546252836806
6
0.4%
0
0.0%
-0.12516162787537188
4
0.3%
0
0.0%
-1.0552621998252074
3
0.2%
0
0.0%
-0.728956345706495
3
0.2%
0
0.0%
-0.3535550480638125
2
0.1%
0
0.0%
-0.3949777037409462
2
0.1%
0
0.0%
0.1201873143840509
2
0.1%
0
0.0%
0.3570739979797499
2
0.1%
0
0.0%
-0.3013957619925154
2
0.1%
0
0.0%
-0.833098763635981
2
0.1%
0
0.0%
-0.1414642616357893
2
0.1%
0
0.0%
-0.8001510943299887
2
0.1%
0
0.0%
-0.862878442702552
2
0.1%
0
0.0%
-0.362030034434954
2
0.1%
0
0.0%
-0.3906979233560002
2
0.1%
0
0.0%
SMALLEST VALUES
-2.425650275690478
1
<0.1%
0
0.0%
-2.2511546923892736
1
<0.1%
0
0.0%
-1.9335312674731946
1
<0.1%
0
0.0%
-1.8897046242981064
1
<0.1%
0
0.0%
-1.8654221296606388
1
<0.1%
0
0.0%
-1.7084479003289859
1
<0.1%
0
0.0%
-1.7041685523632604
1
<0.1%
0
0.0%
-1.6888818308549107
1
<0.1%
0
0.0%
-1.634637422995455
1
<0.1%
0
0.0%
-1.5729204976476545
1
<0.1%
0
0.0%
-1.516182321332191
1
<0.1%
0
0.0%
-1.5125620608373258
1
<0.1%
0
0.0%
-1.461069717529718
1
<0.1%
0
0.0%
-1.4277491540181473
1
<0.1%
0
0.0%
-1.424075107149549
1
<0.1%
0
0.0%
LARGEST VALUES
3.631488041368707
1
<0.1%
0
0.0%
2.975630601717187
1
<0.1%
0
0.0%
2.571204648336911
1
<0.1%
0
0.0%
2.563859658815543
1
<0.1%
0
0.0%
2.1858858137436177
1
<0.1%
0
0.0%
2.0320969311046375
1
<0.1%
0
0.0%
2.019612358201361
1
<0.1%
0
0.0%
1.9426820569854466
1
<0.1%
0
0.0%
1.9234575063348431
1
<0.1%
0
0.0%
1.9007352857458322
1
<0.1%
0
0.0%
1.8756372038464337
1
<0.1%
0
0.0%
1.7536630553916268
1
<0.1%
0
0.0%
1.7448359578801194
1
<0.1%
0
0.0%
1.7107744493822623
1
<0.1%
0
0.0%
1.7044932196272369
1
<0.1%
0
0.0%